Reinforcement Learning is a kind of machine learning. We know Profit Sharing, the Rational Policy Making algorithm, the Penalty Avoiding Rational Policy Making algorithm and PS-r* to guarantee the rationality in a typical class of the Partially Observable Markov Decision Processes. However they cannot treat continuous state spaces. In this paper, we present a solution to adapt them in continuous state spaces. We give RPM a mechanism to treat continuous state (...) spaces in the environment that has the same type of a reward. We show the effectiveness of the proposed method in numerical examples. (shrink)

To apply reinforcement learning to difficult classes such as real-environment learning, we need to use a method robust to perceptual aliasing problem. The exploitation-oriented methods such as Profit Sharing can deal with the perceptual aliasing problem to a certain extent. However, when the agent needs to select different actions at the same sensory input, the learning efficiency worsens. To overcome the problem, several state partition methods using history information of state-action pairs are proposed. These methods try (...) to convert a POMDP environment into an MDP environment, and thus they are sometimes very useful. However, their computation cost is very high especially in large state spaces. In contrast, memory-less approaches try to escape from the aliased states by outputting actions stochastically. However, these methods output actions stochastically even in unaliased states, and thus the learning efficiency is bad. If we desire to guarantee the rationality in POMDPs, it is efficient to output actions stochastically only in the aliased states and to output one action deterministically in the other unaliased states. Hence, to discriminate between aliased states and unaliased states, the utilization of χ² -goodness-of-fit test is proposed by Miyazaki et al. They point out that, in aliased states, the distributions of the state transitions by random search and a particular policy are different. This difference doesn't occur owing to non-deterministic actions. Hence, if the agent can collect enough samples to implement the test, the agent can distinguish between aliased states and unaliased states well. However, such a test needs a large amount of data, and it's a problem how the agent collects samples without worsening learning efficiency. If the agent uses random search in the course of learning, the learning efficiency worsens especially in unaliased states. Therefore, in this research, we propose a new method called Extended On-line Profit Sharing with Judgement (EOPSwJ) to detect important incomplete perception, which doesn't need large computation cost and numerous samples. We use two criterions for detecting important incomplete perceptions to attain a task. One is the rate of transitions to each state, and the other is the deterministic rate of actions. We confirm the availability of EOPSwJ using two simulations. (shrink)

Profit Sharing is one of the reinforcement learning methods. An agent, as a learner, selects an action with a state-action value and receives rewards when it reaches a goal state. Then it distributes receiving rewards to state-action values. This paper discusses how to set the initial value of a state-action value. A distribution function ƒ( x ) is called as the reinforcement function. On Profit Sharing, an agent learns a policy by distributing (...) rewards with the reinforcement function. On Markov Decision Processes (MDPs), the reinforcement function ƒ( x ) = 1/ L x is useful, and on Partially Observable Markov Decision Processes (POMDPs), ƒ( x ) = 1/ L w is useful, where L is the sufficient number of rules at each state, and W is the length of an episode. If episodes are always long, the value of the reinforcement function is little. So the differences of rule values become little, and the agent learns little by using the roulette selection as an action selection. This problem is called as Learning Speed Problem. If the value of the reinforcement function for an action is very higher than its state-action value, an agent will not select other action. There is a problem when its action is not a optimal action. This problem is called as Past Experiences Problem. This paper shows that both Learning Speed Problem and Past Experiences Problem are caused by the bad setting between the initial values of a state-action values and the function values of a reinforcement function. We propose how to set the initial values of a state-action values at each state. The experiment shows that an agent can learn correctly even if the length of episode is large. And shows the effectiveness on both MDPs and POMDPs. Our proposed method focuses on the initialization of state-action values and does not limit reinforcement functions. So it can apply to any reinforcement function. (shrink)

In this paper, we consider profit sharing that is one of the reinforcement learning methods. An agent learns a candidate solution of a problem from the reward that is received from the environment if and only if it reaches the destination state. A function that distributes the received reward to each action of the candidate solution is called the reinforcement function. On this learning system, the agent can reinforce the set of selected actions when it gets (...) the reward. And the agent should not reinforce the detour actions. First, we will propose a new constraint equation about reinforcement functions to distribute the reinforcement values on the non-detour actions. If we use the reinforcement function to satisfy the constraint equation, the agent can select the non-detour actions directing to the destination state. Next, it is shown that the reinforcement function can be constant after learning process to suppress the selection of detour actions. Lastly, in computer simulations for maze problems, we show that the learning performance of agents does not depend on the size of environment. (shrink)

Reinforcement learning approaches to cognitive modeling represent task acquisition as learning to choose the sequence of steps that accomplishes the task while maximizing a reward. However, an apparently unrecognized problem for modelers is choosing when, what, and how much to reward; that is, when (the moment: end of trial, subtask, or some other interval of task performance), what (the objective function: e.g., performance time or performance accuracy), and how much (the magnitude: with binary, categorical, or continuous values). In (...) this article, we explore the problem space of these three parameters in the context of a task whose completion entails some combination of 36 state–action pairs, where all intermediate states (i.e., after the initial state and prior to the end state) represent progressive but partial completion of the task. Different choices produce profoundly different learning paths and outcomes, with the strongest effect for moment. Unfortunately, there is little discussion in the literature of the effect of such choices. This absence is disappointing, as the choice of when, what, and how much needs to be made by a modeler for every learning model. (shrink)

In the existing Reinforcement Learning, it is difficult and time consuming to find appropriate the meta-parameters such as learning rate, eligibility traces and temperature for exploration, in particular on a complicated and large-scale problem, the delayed reward often occurs and causes a difficulty in solving the problem. In this paper, we propose a novel method introducing a temperature distribution for reinforcement learning. In addition to the acquirement of policy based on profit sharing, the temperature is given to (...) each state and is trained by hill-climbing method using likelihood function based on success and failure of the task. The proposed method can reduce the parameter setting according to the given problems. We showed the performance on the grid world problem and the control of Acrobot. (shrink)

Reinforcement Learning is a promising technique for creating agents that can be applied to real world problems. The most important features of RL are trial-and-error search and delayed reward. Thus, agents randomly act in the early learning stage. However, such random actions are impractical for real world problems. This paper presents a novel model of RL agents. A feature of our learning agent model is to integrate the Analytic Hierarchy Process into the standard RL agent model, which consists of (...) three modules: state recognition, learning, and action selecting modules. In our model, the AHP module is designed with {\\it primary knowledge} that humans intrinsically have in a process until a goal state is attained. This integration aims at increasing promising actions instead of completely random actions in the standard RL algorithms. Profit Sharing is adopted as a RL method for our model, since PS is known to be useful even in multi-agent environments. To evaluate our approach in a multi-agent environment, we test a PS RL method with our agent model on a pursuit problem in a grid world. Computational results show that our approach outperforms the standard PS in terms of learning speed in the earlier stages of learning. We also show that the learning performance of our approach is superior at least competitive to that of the standard one in the final stages of learning. (shrink)

This paper aims to contribute to the existing literature on normative cognition by providing a lineage explanation of human social norm psychology. This approach builds upon theories of goal-directed behavioral control in the reinforcement learning and control literature, arguing that this form of control defines an important class of intentional normative mental states that are instrumental in nature. I defend the view that great ape capacities for instrumental reasoning and our capacity (or family of capacities) for shared intentionality coadapted (...) to each other and argue that the evolution of this capacity has allowed the representation of social norms and the emergence of our capacity for normative guidance. (shrink)

This paper addresses weighting and partitioning in complex reinforcement learning tasks, with the aim of facilitating learning. The paper presents some ideas regarding weighting of multiple agents and extends them into partitioning an input/state space into multiple regions with di erential weighting in these regions, to exploit di erential characteristics of regions and di erential characteristics of agents to reduce the learning complexity of agents (and their function approximators) and thus to facilitate the learning overall. It analyzes, in (...) reinforcement learning tasks, di erent ways of partitioning a task and using agents selectively based on partitioning. Based on the analysis, some heuristic methods are described and experimentally tested. We nd that some o -line heuristic methods performed the best, signi cantly better than single-agent models. (shrink)

Rapid and precise air operation mission planning is a key technology in unmanned aerial vehicles autonomous combat in battles. In this paper, an end-to-end UAV intelligent mission planning method based on deep reinforcement learning is proposed to solve the shortcomings of the traditional intelligent optimization algorithm, such as relying on simple, static, low-dimensional scenarios, and poor scalability. Specifically, the suppression of enemy air defense mission planning is described as a sequential decision-making problem and formalized as a Markov decision process. (...) Then, the SEAD intelligent planning model based on the proximal policy optimization algorithm is established and a general intelligent planning architecture is proposed. Furthermore, three policy training tricks, i.e., domain randomization, maximizing policy entropy, and underlying network parameter sharing, are introduced to improve the learning performance and generalizability of PPO. Experiments results show that the model in this work is efficient and stable, and can be adapted to the unknown continuous high-dimensional environment. It can be concluded that the UAV intelligent mission planning model based on DRL has powerful intelligent planning performance, and provides a new idea for researching UAV autonomy. (shrink)

Space is one of the most fundamental concepts over which scientific knowledge has been constructed. But it is also true that space concepts extrapolate by far the scientific domain, and permeate many other branches of human knowledge. Those are fascinating aspects that could di per se justify the compilation of a long bibliography. Another one is the passion for books. My interest in some physical, historical and philosophical problems concerning the concept of space in Physics, and its properties, can be (...) traced back to the early 1980. Since that time, I have being studying, with several collaborators, the influence of space dimensionality in different physical phenomena, like the Casimir Effect, neutron diffraction, Cosmic Microwave Background Radiation and the stability of Schrödinger’s and Dirac’s hydrogen atom in arbitrary number of dimensions, as well as epistemological aspects of the works of Kant, Ehrenfest an others on this particular subject. Meanwhile, I gave lectures about the History of the Concepts of Space in Physics at the Centro Brasileiro de Pesquisas Físicas (CBPF), at the Program of History of Sciences, Technics and Epistemology of the Federal University of Rio the Janeiro (UFRJ) and also at the Physics Institute of the State University of Rio de Janeiro (UERJ). As a consequence of both this interest and my love for books, I continuously bought books on space for my personal library which contains now quite one half of all the books quoted here. In 1996, Roberto Moreira and I published the Sources for the History of Space concepts in Physics: From 1845 to 1995 in the series Notas de Física of the CBPF (NF # 084/96), which is still available online. This was a first initiative to share our bibliography on space. At that time, it contained 1075 references, including 414 books entirely devoted to space, 380 articles in periodical journals and proceedings and 281 miscellaneous citations. After fifteen years, I decided to focus my attention here to collect what in my opinion are the 601 essential books which could be useful for anyone interested on learning about space. An important restriction is imposed here by language: only texts written in English, French, German, Italian, Spanish, Portuguese and Latin were considered. References are given in chronological order covering the period between 1739 and 2010. For each year, the books are listed in alphabetical order of authors’ name. An onomastic index is included at the end of the book. -/- Francisco Caruso Rio de Janeiro, October 2011 . (shrink)

Photo ID 279661800 © Sidewaypics|Dreamstime.com ABSTRACT Decolonization is complex, vast, and the subject of an ongoing academic debate. While the many efforts to decolonize or dismantle the vestiges of colonialism that remain are laudable, they can also reinforce what they seek to end. For decolonization to be impactful, it must be done with epistemic and cultural humility, requiring decolonial scholars, project leaders, and well-meaning people to be more sensitive to those impacted by colonization and not regularly included in the discourse. (...) INTRODUCTION Decolonization is complex. To successfully achieve decolonization, projects should incorporate the voices of those subjugated or silenced. Including such voices requires sincerely exploring who has been affected by colonialism or neocolonialism and how, as well as cultural sensitivity. In its basic use, decolonization refers to countries under colonial rule gaining independence or freedom from forms of subjugation. Additionally, scholars use the term to refer to efforts to dismantle neocolonialism and vestiges of colonialism. The process includes de-silencing subjugated voices.[1] I use decolonization in the latter way to refer to countries with technical independence. While arguably colonization ended formally with independence from colonizing powers, neocolonialism is the indirect, informal, and sometimes subtle control of the people, their economy, and political life despite formal independence from colonizing authorities. I conceptualize neocolonialism as a system that involves direct and involuntary control of another’s political, economic, or social life, impacting their worldview and ways of encountering the world. Decolonization may target actions, places, or systems like health care or AI to overcome the ills of colonialism and neocolonialism. It also may target knowledge and require rethinking how people develop their knowledge base. For example, if people grew up seeing an outside colonizer as superior, they would need to change their knowledge of superiority. Decolonization may target power, for example, changing who owns and distributes COVID-19 vaccines and who distributors exclude in the distribution of vaccines. Decolonization could require looking at those disempowered in the distribution process. Additionally, decolonization may target autonomy of persons by freeing people, ensuring human and individual rights, and respecting cultural traditions. Decolonization projects that try to de-silence by including the voices of those affected by colonialism and neocolonialism must examine inclusiveness in the context of the culture of the subrogated individuals. Examples of decolonization projects include making datasets inclusive of diverse peoples and places, returning to traditional food and eating practices, making sure hospitals in developing countries are led by locals and respectful of cultural traditions, returning unethically obtained artefacts or objects. Another project would be laying the groundwork for equality in formerly colonized countries to ensure that business ownership, education, and financial success will flow fairly to those previously victimized by colonization. Summarily, there are many strategies for decolonizing. However, it is worth asking whether the strategies have risks that undermine the goal of decolonization. I. Understanding Decolonization Discourses Many fields, from AI to politics, economics, health care, aviation, and academia, discuss decolonization. The content of the discourse on decolonization depends on the region and field discussing it. Rather than just reporting on decolonization, the discussions may be calls to action. For example, decolonization discourses reflect activism for cognitive justice, such as equal consideration of Indian or African knowledge systems in global health discourses.[2] In politics and political science, some scholars frame decolonization as an anti-western, anti-colonial movement by Africans to emancipate Africa/ns from subjugation or shift the continent to postcolonialism and post-neo-colonialism. This framing walls off non-African participants and may undermine their capacity to benefit the conversation.[3] There are other political scientists who actively support decolonization and see it as a field of activism in support of anyone and countries where colonization harmed people and development.[4] The point is that two ways of conceptualizing decolonization in politics and political science are discernible. One conceptualization is less inclusive since it alienates scholars and professionals from Western, high-income, or developed countries. The other is more inclusive. In humanitarian studies, including philosophy, some decolonization articles and conversations are efforts to end the destructive force of colonization. They focus on either the form, such as ecocide, genocide, and many others, or the geographic location, such as Africa, Asia, Latin America, and Oceania.[5] Finally, the feelings one brings into this conversation can adversely impact how one engages in them and who they listen to or are willing to hear from. For example, anger, rage, bitterness, and hatred are emotions that are not uncommon in spaces of decolonization conversations. Decolonization conversations that originate from a place of negativity risk deepening the psychological state of victimhood and prevent people from disrupting constructively or critically engaging in the conversation.[6] II. Understanding Decolonization Strategies Decolonization strategies mainly aim to de-silence victims of domination or subjugation. People have proposed many strategies for decolonizing. These strategies may be informed by what the target is for decolonization. Decolonization can target power relations in global health. For example, during the COVID-19 pandemic, public health organizations noted the power imbalance in vaccine distribution. Decolonization could involve de-silencing those affected by neocolonialism to bring about a more balanced distribution of power and a more fair distribution of the vaccine. By analyzing who was adversely impacted by the distribution and who ought to wield power, those engaged in decolonizing advocated for positive change and equitable power relations. Equally, when being is the target of decolonization, the language of unlearning or relearning and mental decolonization take centre stage in the decolonization discourse. For example, the quest to decolonize colonized minds aims to demythologize African inferiority and Western superiority. Demythologizing African inferiority enables those engaged in the decolonization discourse to cultivate and foster African agency.[7] Finally, when knowledge production is the target of decolonization, scholars use inclusion and cognitive justice. For example, they try to alter the knowledge that underlies global health ethics.[8] “[D]decolonizing researchers aim to respectfully understand and integrate theory from Other(ed) perspectives, while also critically examining the underlying assumptions that inform their Western research framework.”[9] One common strategy that scholars use in decolonization is inclusion. It is worth asking, does including people who have been subrogated foster decolonization? Whether that is effective depends on whether included people are more heard or whether the strategies to include them create new forms of silencing. III. Inclusion and the Quest to Decolonize Evaluating how effective inclusion is in the quest to de-silence subjugated voices is important. First, inclusive strategies are not neutral. They are epistemically situated. This situatedness constrains meaning-making in different ways: how and what questions are asked, how social roles are constructed, organized or assigned, and who is admitted to the room where these conversations occur.[10] Inclusion strategies may reinforce (unchallenged) assumptions. For example, to address prejudices and stereotypes in global health images, Arsenii Alenichev and his colleagues[11] successfully inverted “one stereotypical global health image” by prompting a generative AI to produce “an image of a traditional Indian or African healer healing a White Child.” Although there were some problems with the image of the White child, this innovation is a significant, useful effort to de-embed or strip global health images of problematic pictures that mythologize White superiority and Black inferiority. Yet it is possible that using categories like traditional Indian or African reinforces unchallenged assumptions, raising key questions regarding how language and words create new stereotypes. It is common to define traditional as non-conventional, unorthodox, and informal. Yet studies continue to reveal that non-scientifically appraised healing approaches in India or Africa are not only effective but also real, meaningful, fundamental, and primary care-seeking behaviours in many communities in these regions.[12] Suppose inclusive strategies are not un-situated. These conversations may be had within the structures, language, and spaces built by or connected to colonialism. The spaces, language, places, and structures in which these conversations occur can limit who can participate and how they participate. Importantly, some conditions are not conducive to participation as equals. The allocated time for the discussion could also constrain how individuals express themselves. It is unclear who is ultimately heard. Furthermore, epistemic situatedness of inclusion can impact decolonization conversations when participants are beneficiaries of, products of, and trained by structures and systems they seek to dismantle. To enhance the decolonization project and its goals, a pressing task is to unveil and question how the circumstances may inhibit activism. If the vestiges of colonialism continue to structure the decolonization discourse invisibly, the vestiges may undermine decolonization. For example, a public health discussion that includes white Western doctors and Western pharmaceutical executives in Africa may have many local Africans at the table but could still effectively devalue their input based on built-in assumptions and biases that are vestiges of colonialism. Second, exclusion and inclusion are also not binary. Individuals may experience exclusion, even while included (the phenomenon called internal exclusion). In other words, inclusion can fail to be substantial or become a means of enhancing optics, “a way of (un)consciously weakening the radical claims being pursued.”[13] For example, in South Africa, many institutions have made significant efforts to diversify their faculties due to the promulgation of the Employment Equity Act 55.[14] The act requires South African institutions to implement employment equity that redresses the history of harmful discrimination in the country. The act further requires transforming departments and institutional administrations. Although many recognize and support the need to transform departments in South Africa, the rhetoric of transformation departs sharply from the lived experiences.[15] This misalignment between the plan and practice is evident in the underrepresentation of black people and females in senior management teams, professorships in many universities and health departments, and positions of power in some South African institutions. Those selected in the transformation of the departments have also complained of being overworked. The burden of extra work undermines their ability to develop agency and voice in the space they now occupy or fulfil key requirements that have implications for their career trajectory.[16] This is called the minority tax. Notably, "the minority tax… is the burden of extra responsibilities [placed] on faculty of colour to achieve diversity and inclusion and contributes to attrition and impedes academic promotion."[17] One challenge for decolonializing projects will be for decolonial scholars and those selected for decolonization objectives to have the humility to decline invitations, requests, roles, and platforms for which they are either unqualified or lack the capacity to fulfil. At its heart, decolonization strategies must empower those included rather than weaken them. Finally, inclusion can lead to a phenomenon known as elite capture.[18] Elite capture occurs when socially advantaged individuals in a group monopolize or exploit activism to their own benefit at the expense of the larger, struggling group. Elite capture weakens decolonization efforts from within, revealing that those likely to benefit from global inclusive efforts are those who fulfil globally constructed standards, those “already present in the room.” There is no better strategy to weaken decolonial movements than weakening the project from within by strategically positioning individuals who share physical properties with the victims of exclusion and silencing but intellectually, behaviourally, psychologically, and emotionally share more common ground with the colonizer. Such insiders may be unaware they are furthering neocolonial conditions rather than decolonizing. In relation to decolonization, particularly in global health, elite capture reveals that those whose voices are loudest in the room are not necessarily those more impacted by colonialism. They may benefit more from reinforcing colonialism. Opportunism weakens meaningful activism from within, preventing good initiatives and strategies from having their intended impact or taking substantive root.[19] This paper cannot do justice to elite capture, but it is worth noting its negative impacts. IV. Improving the Impact of Decolonization To end neo-colonialism, it is important to understand how it manifests and what to do at each level. Beyond the academic discourse, many tangible efforts exist to decolonize through de-silencing. Examples of these efforts include the ME2 movement that seeks to centre the concerns and experiences of sexually abused or harassed victims in the public discourse. At the funding level, many grant-awarding agencies like Wellcome Trust have dedicated huge budgets to studies that help them understand how they may have perpetrated colonialism or neocolonialism and what they can do differently going forward.[20] In South Africa, promulgating the Employment Equity Act 55 was a tangible attempt to entrench decolonization concerns in a country's regulatory framework. Yet, these decolonization efforts could fail to be substantive if they do not reflect cultural sensitivity. Two key components of cultural sensitivity are worth highlighting here: epistemic and cultural humility. Epistemic humility is an intellectual virtue described as knowing one’s limitations and the limitations of the learning methods employed. At its simplest, it is the ability to admit when one is wrong. Cultural humility includes genuine attempts to learn about and embrace other cultures. Epistemic and cultural humility are signs of academic excellence and strength. Epistemic and cultural humility seriously acknowledge how the state of our knowledge, cognitive limitations, experiences, and backgrounds, while constraining us, also invite us to listen, learn, grow, and change. The limitations-owing account of epistemic and cultural humility suggests that “a person who is aware of her cognitive limitations and owns them is much better positioned to achieve such epistemic goods as true beliefs and understanding than someone who… simply has insight into the epistemic status of her beliefs.”[21] Epistemic and cultural humility may help prevent decolonization projects that unintentionally reinforce what they seek to dismantle. Epistemic humility calls on decolonizers to defer tasks for which they are not qualified to suitably qualified persons. Beyond this, humility supports brave scholarship that imagines and reimagines how featuring the same voices, faces, and perspectives possibly introduces new forms of domination or silencing. Cultural knowledge can lead to a more intentional way of seeking out the right people or a more diverse group than those frequently featured in decolonization conversations. This would give others more opportunities to navigate these spaces and should do so in ways that are familiar to them. One ought to be more sensitive to those who would ordinarily not be included in these conversations. Unless we radically and boldly reimagine these discussions, we risk alienating those most negatively impacted by neocolonialism. CONCLUSION Decolonization conversations are complex and the subject of academic debate. The strategies employed to decolonize can harm or help the victims of neo-colonialism. Inclusion of previously silenced individuals may not be enough to overcome the vestiges of colonialism, leading to a false inclusion, where those included feel excluded or contribute in ways reflecting their own biases and circumstances. Inclusion of an elite or people who do not truly represent the subjugated can lead to elite capture. For decolonization strategies to be impactful, for example, in the context of global health, project leaders and participants must engage in conversations employing epistemic and cultural humility. In many ways, epistemic and cultural humility can help us demythologize our assumptions of any cultural superiority or cognitive authority, allowing for diverse voices, cultures, and perspectives to emerge without domination. - [1] Caesar Atuire & Olivia Rutazibwa. 2021. An African Reading of the Covid-19 Pandemic and the Stakes of Decolonization. An African Reading of the Covid-19 Pandemic and the Stakes of Decolonization [Online]. Available from: https://law.yale.edu/yls-today/news/african-reading-covid-19-pandemic-and-stakes-decolonization [Accessed July 29, 2021 2021]. [2] Bridget Pratt & Jantina De Vries 2023. Where is knowledge from the Global South? An account of epistemic justice for a global bioethics. Journal of Medical Ethics, medethics-2022-108291. [3] Anye-Nkwenti Nyamnjoh 2023. Is decolonisation Africanisation? The politics of belonging in the truly African university. Social Dynamics, 1-20. [4] Rianna Oelofsen 2015. Decolonisation of the African mind and intellectual landscape. Phronimon, 16, 130-146. [5] Caesar Atuire & Olivia Rutazibwa. 2021. An African Reading of the Covid-19 Pandemic and the Stakes of Decolonization. An African Reading of the Covid-19 Pandemic and the Stakes of Decolonization [Online]. Available from: https://law.yale.edu/yls-today/news/african-reading-covid-19-pandemic-and-stakes-decolonization [Accessed July 29, 2021 2021]. [6] Pedro Alexis Tabensky 2008. The Postcolonial Heart of African Philosophy. South African Journal of Philosophy, 27, 285-295. [7] Nicholas M. Creary 2012. African Intellectuals and Decolonization, Ohio, Ohio University Press. [8] Bridget Pratt & Jantina De Vries 2023. Where is knowledge from the Global South? An account of epistemic justice for a global bioethics. Journal of Medical Ethics, medethics-2022-108291. [9] Vivetha Thambinathan & Elizabeth Anne Kinsella 2021. Decolonizing Methodologies in Qualitative Research: Creating Spaces for Transformative Praxis. International Journal of Qualitative Methods, 20, 16094069211014766. [10] Abimbola Seye 2023. Knowledge from the global South is in the global South. Journal of Medical Ethics, 49, 337. [11] A. Alenichev, P. Kingori & K. P. Grietens 2023. Reflections before the storm: the AI reproduction of biased imagery in global health visuals. Lancet Glob Health. [12] Jonathan K. Burns & Andrew Tomita 2015. Traditional and religious healers in the pathway to care for people with mental disorders in Africa: a systematic review and meta-analysis. Social Psychiatry and Psychiatric Epidemiology, 50, 867-877. [13] Anye-Nkwenti Nyamnjoh & Cornelius Ewuoso 2023. What type of inclusion does epistemic injustice require? Journal of Medical Ethics, jme-2023-109091. [14] 1998. Employment Equity Act. In: GOVERNMENT, S. A. (ed.) 19370. [15] Dina Zoe Belluigi & Gladman Thondhlana 2019. ‘Why mouth all the pieties?’ Black and women academics’ revelations about discourses of ‘transformation’ at an historically white South African university. Higher Education, 78, 947-963. [16] Juliet Ramohai & Khomotso Marumo 2016. Women in Senior Positions in South African Higher Education: A Reflection on Voice and Agency. 231, 135-157. [17] J. Trejo 2020. The burden of service for faculty of color to achieve diversity and inclusion: the minority tax. Mol Biol Cell, 31, 2752-2754. [18] Olufemi Taiwo 2020. Being-in-the-Room Privilege: Elite Capture and Epistemic Deference. The Philosopher, 108, 7. [19] Margarita Kurbatova & Elena Kagan 2016. Opportunism of University Lecturers As a Way to Adaptate the External Control Activities Strengthening. Journal of Institutional Studies, 8, 116-136. [20] Jeremy Farrar. 2022. An update on Wellcome's anti-racist programme. An update on Wellcome's anti-racist programme [Online]. Available from: https://wellcome.org/news/update-wellcomes-anti-racism-programme [Accessed August 10, 2022 2022]. [21] Katherine Dormandy 2018. Does Epistemic Humility Threaten Religious Beliefs? Journal of Psychology and Theology, 46, 292-304. (shrink)

This guide accompanies the following article: Nikolaj Nottelmann, ‘Belief‐Desire Explanation’. Philosophy Compass Vol/Iss : 1–10. doi: 10.1111/j.1747‐9991.2011.00446.xAuthor’s Introduction“Belief‐desire explanation” is short‐hand for a type of action explanation that appeals to a set of the agent’s mental states consisting of 1. Her desire to ψ and 2. Her belief that, were she to φ, she would promote her ψ‐ing. Here, to ψ could be to eat an ice cream, and to φ could be to walk to the ice cream vendor. Adherents (...) of belief‐desire explanation, often labelled “Humeans”, standardly assume that appeals to such belief‐desire pairs sufficiently explain many human and animal actions, and also that all actions are explainable thus, at least in so far as they are guided by the agent’s intentions. Humeans take their lead from David Hume’s famous dictum that “Reason...is only to be the slave of the passions, and can never pretend to any other office than to serve and obey them.” In its original context, this passage from the Treatise is naturally taken to convey the thesis that mental states subservient to epistemic rationality – such as beliefs – are never in themselves sufficient to motivate action. Thus, an appeal to an agent’s beliefs is never in itself sufficient to lay bare her motivations and explain her actions, but must be supplemented by an appeal to “passions” such as desires. Many philosophers, so‐called Anti‐Humeans, have sharply disagreed. Some have pointed to certain beliefs with alleged motivational force in isolation from desires, most commonly evaluative beliefs. Others have argued that belief‐desire psychology fails to cut up mental space in a way fruitful to action explanation. Instead, only appeals to other types of mental state will adequately explain many types of intentional action. The debate for and against Humeanism is a highly complex one, which is likely to persist along with any general interest in the theory of action explanation.Author RecommendsHume, David. A Treatise of Human Nature. 2nd ed. Edited and with an Analytical Index, by L. A. Selby‐Bigge. Oxford: Oxford University Press, 1978.Part III. Sect. III. of the Treatise is the classical source of the Humean view. Any in‐depth understanding of contemporary Humeanism must take it as its starting point.Stroud, Barry. Hume. London: Routledge, 1977.This is an excellent introductory text. Chap. VII treats on Humeanism and the key part of the Treatise listed above.Smith, Michael. ‘The Humean Theory of Motivation.’Mind 96.381 : 36–61.This is an authoritative modern account of Humeanism. Even if a bit imprecise in some regards, the text is lucidly written and nicely captures the structure of the debate over Humeanism.Schaefer‐Landau, Russ. Moral Realism. A Defence. Oxford: Clarendon Press, 2003.Chapt. 5 contains another fine, more recent, introduction to Humeanism and the typical arguments for and against it. This introduction is particularly recommendable in virtue of its clarity and comprehensiveness.Ratcliffe, Matthew. Rethinking Commonsense Psychology. A Critique of Folk Psychology, Theory of Mind and Simulation. New York: Palgrave Macmillan, 2007.This monograph treats on a very wide number of subjects pertaining to action explanation and harbours many highly controversial theses. Still, it is a refreshing eye‐opener re the immense complexity of the topic of action explanation and the great variety of such explanations in our folk practices. On my view Ratcliffe makes plausible the view that neither our folk practices nor our scientific practices single out a unique model of action explanation as the only appropriate one. Rather our practices of action explanation constitute a rather motley family. The consequence of this to the debates over Humeanism is obvious: The combatants must get clear on the exact models of action explanation within which they discuss the place of belief‐desire references instead of pretending to fight over action explanation in general.Gendler, Tamar Szabó. ‘Alief and Belief.’Journal of Philosophy 105 : 634–63.This paper, together with Gendler’s contemporary sister paper ‘Alief in Action ’, is an engaging proponent of the view that belief‐desire psychology and its associated practice of Human action explanations gets psychological reality radically wrong. Gendler presents a number of cases where, allegedly, relevant human actions are only explicable by appeal to a type of mental state, which Gendler dubs “alief”. Aliefs are neither beliefs nor desires; but share certain characteristics with both.Online MaterialsSample SyllabusWeek I: David Hume’s viewHume, Treatise, Part III. Sect III.Stroud: Hume, Chapt. VII.Week II: Modern HumeanismSmith, ‘The Humean Theory of Motivation’.Nottelmann, ‘Belief‐Desire Explanation’.Week III: Modern Humeanism continued: The Dialectics of the DebateSchaefer‐Landau, ‘Motivational Humeanism’.Week IV: Intention, Agency and CausationDavidson, Donald. ‘Actions, Reasons, and Causes’ & ‘Freedom to Act’, both in: Essays on Actions and Events. Oxford: Clarendon Press, 1980.Week V: Modern Anti‐Humeanism, The Neo‐Kantian VersionScanlon, T. M. What we Owe to Each Other. Cambridge, MA: The Belknap Press, 1998, Chapt. 1. ‘Reasons’.Week VI: Modern Anti‐Humeanism, The Cognitive Science VersionGendler, Tamar Szabó. ‘Alief and Belief’, supplemented with excerpts of her ‘Alief in Action ’. Mind and Language 23.5 : 552–85.Focus Questions1 Which kinds of explanation do belief‐desire explanations belong to?2 In so far as belief‐desire explanations provide causal explanation of action, how are we to understand the causal nexus between belief‐desire pairs and successful agency?3 How are we to understand the notions of belief and desire as appealed to in belief‐desire explanations? Are they even conceptually distinct from the concept of a belief‐desire explanation of human action?4 May evaluative judgments such as moral judgments motivate and/or rationalize action in isolation from accompanying distinct co‐native states of the agent?5 Are certain types of intentional action better explained with sole reference to mental states different from belief as well as desire? (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Reviewed by:Gandhi's Hope: Learning from Other Religions as a Path to PeaceChristopher Key ChappleGandhi's Hope: Learning from Other Religions as a Path to Peace. By Jay McDaniel. Maryknoll, NY: Orbis Books, 2005. 134 + viii pp.This book by prominent Protestant theologian Jay McDaniel suggests that Mahatma Gandhi challenged the modern world by publicly revealing that which he learned from other faith traditions and advocating this path as a way (...) for intercultural understanding. The wisdom of Gandhi holds special poignancy today, when the processes of globalization and migration have placed followers of different faiths in closer proximity than can be remembered in the past five hundred years.Jay McDaniel writes with crisp clarity and organizes his insights into bite-sized pieces. He lays out five challenges that face all the world's faiths: compassion, self-criticism, simple living, ecological awareness, and welcoming religious diversity. In approaching this decidedly postmodern list of issues, McDaniel draws from two primary resources: the experiences shared by his students at Hendrix College and the writings of Alfred North Whitehead. Along the way, he invokes the Buddhist teacher and leader Thich Nhat Hanh and several progressive Catholics, including Sister Joan Chittester and theologians Hans Küng and Paul Knitter.Continuing with a style developed in his earlier books, McDaniel latches onto a [End Page 237] metaphor and extends it to illustrate his central point—in this case, the value of diversity. In past books, he has used the image of the hunter and the hunted to underscore the need to respect animals. In Gandhi's Hope, the metaphor he employs is that of a jazz concert, with all different manner of instruments pooling their resources to create a tapestry of diverse yet harmonious music.Although the title of the book may seem to indicate that Gandhi will serve as thefocus, in fact, Whitehead anchors McDaniel's approach. Through an updated approach to Whitehead, McDaniel seeks to answer the questions regarding diversity and compassion that he has posed. He suggests that an experience of concrescence will result in the sort of heightened awareness needed to increase one's conscience and to make the ethical changes needed to respond to the current state of the world. McDaniel identifies twelve "planks" that will usher Whitehead's vision into the contemporary world. These twelve aspects seem also to be heavily influenced by McDaniel's own encounter with Buddhism: interdependence, impermanence, indeterminism, mind/matter, deep listening, value, God, creativity, persuasive power, divine empathy, many forms of salvation, and life after death. These broad categories embrace key notions found in all religious traditions. Some traditions emphasize certain aspects more than others. Buddhists cleave to impermanence and Jews to establishing a covenant with God, but Jews also recognize that all things will pass, and Buddhists revere their great teacher and many strive to emulate his experience through techniques akin to those who worship God.In order for religious traditions to maintain their urgency and relevance, McDaniel suggests that they must respond actively to the looming threat of environmental degradation. Consumer culture drives people into a state of indifference about natural resources, and arrogance prevents people from taking an interest in the life patterns and cultures of others. These tendencies lie at the root of the world's troubles. McDaniel suggests that process theology can remedy these ills by calling people into a state of compassion and can help guide people toward adopting thoughtful self-criticism, to living a more simple life, to recognizing the importance of other living beings and ecosystems, and to celebrating diversity of cultures. Echoing a refrain long associated with process thought, McDaniel writes "the universe is a creative and creating process of interdependent events, lured by but not controlled by God, such that the future is not yet decided, not even by God" (p. 71). To the extent that religions sustain themselves by reinforcing separateness and promoting a narrow cultural identity and/or an unthinking fundamentalism, they can be an impediment to peace, which, for McDaniel, is an important goal of the world's religions.When attempting to theologize about ultimate matters, McDaniel posits "four faces of the sacred," which he lists as the Abyss... (shrink)

Improving the resilience of urban road networks suffering from various disruptions has been a central focus for urban emergence management. However, to date the effective methods which may mitigate the negative impacts caused by the disruptions, such as road accidents and natural disasters, on urban road networks is highly insufficient. This study proposes a novel adaptive signal control strategy based on a doubly dynamic learning framework, which consists of deep reinforcement learning and day-to-day traffic dynamic learning, to improve the (...) network performance by adjusting red/green time split. In this study, red time split is regarded as extra traffic flow to discourage drivers to use affected roads, so as to reduce congestion and improve the resilience when urban road networks are subject to different levels of disruptions. In addition, we utilize the convolution neural network as Q-network to approximate Q values, link flow distribution and link capacity are regarded as the state space, and actions are denoted as red/green time split. A small network is utilized as a numerical example, and a fixed time signal control and other two adaptive signal controls are employed for the comparisons with the proposed one. The results show that the proposed adaptive signal control based on deep reinforcement learning can achieve better resilience in most of the cases, particularly in the scenarios of moderate and severe disruptions. This study may shed light on the advantages of the proposed adaptive signal control dealing with major emergencies compared to others. (shrink)

This paper addresses automatic partitioning in complex reinforcement learning tasks with multiple agents, without a priori domain knowledge regarding task structures. Partitioning a state/input space into multiple regions helps to exploit the di erential characteristics of regions and di erential characteristics of agents, thus facilitating learning and reducing the complexity of agents especially when function approximators are used. We develop a method for optimizing the partitioning of the space through experience without the use of a priori domain knowledge. (...) The method is experimentally tested and compared to a number of other algorithms. As expected, we found that the multi-agent method with automatic partitioning outperformed single-agent learning. (shrink)

This paper suggests an online solution for the optimal tracking control of robotic systems based on a single critic neural network -based reinforcement learning method. To this end, we rewrite the robotic system model as a state-space form, which will facilitate the realization of optimal tracking control synthesis. To maintain the tracking response, a steady-state control is designed, and then an adaptive optimal tracking control is used to ensure that the tracking error can achieve convergence in an (...) optimal sense. To solve the obtained optimal control via the framework of adaptive dynamic programming, the command trajectory to be tracked and the modified tracking Hamilton-Jacobi-Bellman are all formulated. An online RL algorithm is the developed to address the HJB equation using a critic NN with online learning algorithm. Simulation results are given to verify the effectiveness of the proposed method. (shrink)

We study a joint pricing and inventory control problem for perishables with positive lead time in a finite horizon periodic-review system. Unlike most studies considering a continuous density function of demand, in our paper the customer demand depends on the price of current period and arrives according to a homogeneous Poisson process. We consider both backlogging and lost-sales cases, and our goal is to find a simultaneously ordering and pricing policy to maximize the expected discounted profit over the (...) planning horizon. When there is no fixed ordering cost involved, we design a deep reinforcement learning algorithm to obtain a near-optimal ordering policy and show that there are some monotonicity properties in the learned policy. We also show that our deep reinforcement learning algorithm achieves a better performance than tabular-based Q-learning algorithms. When a fixed ordering cost is involved, we show that our deep reinforcement learning algorithm is effective and efficient, under which the problem of “curse of dimension” is circumvented. (shrink)

A key motivation for Universal Grammar (UG) is developmental: UG can help children acquire the linguistic knowledge that they do as quickly as they do from the data that's available to them. Some of the most fruitful recent work in language acquisition has combined ideas about different hypothesis space building blocks with domain‐general statistical learning. Statistical learning can then provide a way to help navigate the hypothesis space in order to converge on the correct hypothesis. Reinforcement learning is a (...) principled way to update the probability of a categorical option that's in competition with other categorical options. There are two prominent options for linking theory theoretical representations: the Uniformity of Theta Assignment Hypothesis (UTAH) and the relativized form of that theory, relativized UTAH. The learning strategy of Pearl and Sprouse shares the intuition with subjacency that there's a local structural anomaly when syntactic islands occur. (shrink)

David Lewis (1969) introduced sender-receiver games as a way of investigating how meaningful language might evolve from initially random signals. In this report I investigate the conditions under which Lewis signaling games evolve to perfect signaling systems under various learning dynamics. While the 2-state/2- term Lewis signaling game with basic urn learning always approaches a signaling system, I will show that with more than two states suboptimal pooling equilibria can evolve. Inhomogeneous state distributions increase the likelihood of pooling (...) equilibria, but learning strategies with negative reinforcement or certain sorts of mutation can decrease the likelihood of, and even eliminate, pooling equilibria. Both Moran and APR learning strategies (Bereby-Meyer and Erev 1998) are shown to promote successful convergence to signaling systems. A model is presented that illustrates how a language that codes state-act pairs in an order-based grammar might evolve in the context of a Lewis signaling game. The terms, grammar, and the corresponding partitions of the state space co-evolve to generate a language whose structure appears to reflect canonical natural kinds. The evolution of these apparent natural kinds, however, is entirely in service of the rewards that accompany successful distinctions between the sender and receiver. Any metaphysics grounded on the structure of a natural language that evolved in this way would track arbitrary, but pragmatically useful distinctions. (shrink)

Where do values live in thought? A straightforward answer is that we (or our brains) make decisions using explicit value representations which are our values. Recent work applying reinforcement learning to decision-making and planning suggests that more specifically, we may represent both the instrumental expected value of actions as well as the intrinsic reward of outcomes. In this paper, I argue that identifying value with either of these representations is incomplete. For agents such as humans and other animals, there (...) is another place where reward can be located in thought: the division of the space of possibilities or ‘state space’. (shrink)

Reinforcement Learning (RL) handles policy search problems: searching a mapping from state space to action space. However RL is based on gradient methods and as such, cannot deal with problems with multimodal landscape. In contrast, though Genetic Algorithm (GA) is promising to deal with them, it seems to be unsuitable for policy search problems from the viewpoint of the cost of evaluation. Minimal Generation Gap (MGG), used as a generation-alternation model in GA, generates many offspring from two or (...) more parents selected from a population. Therefore, evaluating policies of generated offspring requires much trial and error (i.e. interaction between an agent and an environment). In this paper, we incorporate importance sampling into the framework of MGG in order to reduce the cost of evaluation on policy search. The proposed techniques are applied to Markov Decision Process (MDP) with multimodal landscape. The experimental results show that these techniques can reduce the number of interaction between an agent and an environment, and also mean that MGG and importance sampling are good for each other. (shrink)

continent. 1.1 (2011): 27-32. “My”—what does this word designate? Not what belongs to me, but what I belong to,what contains my whole being, which is mine insofar as I belong to it. Søren Kierkegaard. The Seducer’s Diary . I can’t sleep till I devour you / And I’ll love you, if you let me… Marilyn Manson “Devour” The role of poetry in the relationalities between people has a long history—from epic poetry recounting tales of yore; to emotive lyric poetry; to (...) rude, irreverent limericks; to Hallmark cards which have ditties that allow one to cringe, and somehow fall in love at the same moment. Without going into a notion of aesthetics, or attempting to choose which form of poetry is superior, we might want to consider why the form of poetry itself has long been a part of relationality. And whilst doing so, we might always keep in mind that poetry—especially poetry that moves, transports us—is the form that Plato has been warning us about, particularly if we want to become good citizens.As Avital Ronell teaches us in Stupidity : the poet, irremediably split between exaltation and vulgarity, between the autonomy that produces the concept within intuition and the foolish earthly being, functions as a contaminant for philosophy—a being who at least since Plato, has been trying to read and master an eviction notice served by philosophy. The poet as genius continues to threaten and fascinate, menacing the philosopher with the beyond of knowledge. Philosophy cringes (287). And considering that the philosopher is the lover of wisdom, we might begin to ask ourselves why one lover is warning against another—if the philosopher is in love with wisdom, then is the poet perhaps his rival, his challenger, for that very love? For, one must also remember that Plato—through Socrates—mentions constantly that Homer is his favourite. Moreover, by adopting both his own voice, whilst mixing it with Socrates’, Plato is adopting the form of poetry that he warns most about—the warning almost serves more as a homage to poetry than anything else. Here, we might open the register that one of the main reasons that he ejects a particular kind of poet is on the grounds of effecting effeminacy on the populace—good poetry moves you, affects you, transports you, shifts you beyond reason, puts you “out of your mind.” However, Plato also teaches us that rhetoric in its highest form requires divine inspiration by way of the daemon, or the muse. This moment of divine intervention is one that seizes—perhaps even ceases—you; putting you “beyond yourself.” In other words, a good rhetorician must always already be open to the possibility of otherness—the same otherness that possibly resides in the feminine. One could also trace this back to the poet that he both loved, and feared, most—Homer. Perhaps the effect of effeminacy that Homer's poetry opened is precisely the source of its power: through listening to Homer, one's body, one’s habitus is opened to the possibility of the feminine. And here, one must remember that the source of all learning—and all teaching—also lies in mimesis, in repetition, in habit. Once the habitus is opened to the possibility of invasion, of intervention, of otherness, there is quite possibly no possibility of distinguishing whether the mimesis is that of reproduction, or if there is always already a productive aspect to it. And by extension, if learning cannot be controlled, the very notion of teaching itself is shifted from a master-student relationality to one where the master is potentially changed as well—the relationality between the master and the student is not only inter-changing, but one cannot even know who is teaching, or learning, at any point. All that can be said is that they are in a relationality; which means that one is ultimately unable to locate the locus of knowledge, of wisdom—the site of which Plato is attempting to convince us is the sole domain of the philosopher. And it is this that philosophy is cringing from. To compound matters, philosophy is striving for wisdom; which can only come from the Gods. In other words, this is a gift that has to be bestowed on them—and more than that, wisdom is always already exterior to one’s control and knowledge. At best, it is the role of one to recognise the gift, to answer the call as it were. Here, if we listen carefully, we can hear the echo of Alexander Graham Bell, and the telephone. And as we are attempting to respond to the call of wisdom—the call that both poetry and philosophy are listening out for—it might be helpful to recall the agreement between Alexander Graham Bell and his brother Melville. In the biography, Alexander Graham Bell and the Conquest of Solitude , Robert V. Bruce notes that Aleck and Melly made a “solemn compact that whichever of us should die first would endeavour to communication with the other if it were possible to do so” (63). Since Melville was the one who passed on first, this pact put the onus on Aleck to receive the call of his brother. If you take into consideration the fact that until Melville’s death, both brothers had been working on an early prototype of the telephone, the instrument of distant sound can be read as an attempt by Aleck to maintain the possibility of keeping in touch with Melly, of hearing the voice from beyond. However, this was a connection that was not premised on any knowing, reason, or rationality; it was rather, one that was based on hope, and born out of love. And here, if we eves-drop on a cross-line with The Telephone Book , we can pick up the voice of Avital Ronell once again and hear, “the connection to the other is a reading—not an interpretation, assimilation, or even a hermeneutic understanding, but a reading” (380). In other words, the telephone can be read as the openness to the possibility of responding to the other; one that might always remain unknown. Even in this day of caller-identification, we can never know for sure who the other person on the line is until we pick up: hence, the only decision we can make—the effects of which we remain blind to until it affects us—is to either pick up or not, to either respond or not. And it is not as if the decision to pick up comes without risks: each time we answer a call, we run the risk of it ruining our day. Even when we don’t know who the caller is, perhaps especially when we don’t know who the person on the other end of the line is—and here one only has to think of prank calls—we are leaving ourselves completely open to being affected by another. Thus, philosophy finds itself in the position of Vladimir and Estragon. Since they have no idea who Godot is, they can never know if or when he shows up—thus, if he (and we are taking his gender on the word of the boy, some boy—we don’t even know if it is the same boy—who comes round in the evening) has already come, they would not be in the position to know it. And even if someone comes to them and announces that “I am Godot,” the wait would not be over—without referentiality to the name, they would have to take on faith that that person is indeed Godot. Hence, all they can know is that they are waiting for Godot; and Godot is the name of that waiting itself. All philosophy can know is that it is waiting; and wisdom is the name of that waiting itself. Which brings us to Tina Turner’s eternal question, “what’s love got to do, got to do with it?” In order to begin to consider that, we have to first attempt to examine the notion of love itself. Perhaps we might begin to consider what the difficulty of the statement “I love you.” For, if love is a relationality between two persons—both of whom remain singular, and are attempting to respond to each other—this suggests that neither of them subsume the other under themselves. In other words, the other remains wholly other. If this is so, then the “you” in the statement always remains shrouded in mystery. And even if the “you” was replaced with the name of the person, the veiling remains: for, names refer both to the singularity that is the person, and also every other person bearing that name, at exactly the same time. To compound matters, the only time one has to utter a persons name is in their absence—thus, the correspondence of a name to that particular person is at best an affect of memory. And if we consider the notion of memory, we have to also open the register of forgetting—bringing along with it the problem that there is no object to forgetting. For instance, when one utters “I forgot,” all one is uttering is the fact that one has forgotten, and nothing more—the moment there is an object to the statement, one has strictly speaking remembered what one has forgotten. Moreover, we have no control over when forgetting happens to us. And since it is always already exterior to us, affects us, and has no necessary object, there is no reason to believe that every moment of memory might not bring with it a moment of forgetting. Hence, whenever we utter a name—even if we accept the correspondence between the utterance and the person in front of us—all we are doing is uttering the fact that we are naming. Thus, it is not so much that ‘a rose by any other name would smell as sweet’ but more appropriately, ‘a rose is a rose is a rose’—the relationality between its name and the phenomenon of its sweet smell can only be established after that moment of naming, that instance of catachresis. So, whenever one utters “I love you,” not only is it a performative statement, it is the very naming of that love—all you are doing is establishing a relationality between you and the other. And since there is no necessary referent—one is naming that referentiality as one utters it—this suggests that it is always already a symbolic statement; without which the mystery of the other cannot me maintained. In other words, one cannot love the other without maintaining this symbolic distance—through a ritual; in this case the utterance “I love you.” This might be why Valentine’s Day seems to provoke such a massive reaction: the most common one from people (besides florists) being, Valentine’s Day is mere commercialism. Those among the nay-sayers who maintain a soft spot for Karl Marx would proceed to call it the commodification of relationships; those who prefer the Gods would claim that the sanctity of relationships has been profaned; the gender theorists would note how the fact that males buy the gifts only serves to highlight the unequal power-relation between the genders. Whichever side and variation of the arguments they choose boils down to this: the discomfort lies in the fact that they are confronted with the notion of relationships moving into a mediated sphere. The underlying logic is that love is between two persons only; it should not only remain between them, but more pertinently, be an unmediated experience between two persons. Which of course completely misses the point. For, if we reopen the register that relationships are the result of a negotiation between two persons, there must then be a space between them for this very negotiation to occur. Otherwise, all that is happening is, one person is subsuming the other within their own sphere of understanding; effectively effacing the other. If that were the case, there would no longer be any relationality; all negotiation is gone and the other person is a mere extension of the self—one is in a masturbatory relationality with one’s imaginary. Hence, any relationship must always already carry with it the unknown, and possibly always unknowable. The other person is an enigma, remains—must remain—enigmatic to you. This is the only way in which the proclamation “I love you” remains singular, remains a love that is about the person as a singular person—and not merely about the qualities of the person, what the person is. For, if the mystery of the other is unveiled, then the love for the other person is also a completely transparent love: one that you can know thoroughly, calculate; a check-list. And if they are knowable, this suggests that they can also be negated, and hence, the love can also go away. Only when the love for the other person is an enigmatic one, one that cannot be understood, can that love potentially be an event—and if it is an event, then strictly speaking, it cannot be known before it happens; at best, it can be glimpsed as it is happening, or perhaps even only realised retrospectively. At the point in which it happens, it is a love that comes from elsewhere: this strange phenomenon is best captured in the colloquial phrase, I was struck by love;” or even more so by, “I was blinded by love.” This is a blinding to not only the subject of the encounter—the self—but also of the very object of that encounter, the “you”—all that can be said is that there is an encounter. And it is for this reason Cupid is blind: not just because love is random (and can happen to anyone at any time), but more importantly because even after it happens, both the reason you are in love, and the person you are in love with, remain blind to you. Since there is an unknowable relationality with the other person, the only way you can approach it is through a ritual. This is the lesson that religions have taught us: since one is never able to phenomenally experience the God(s), one has no choice but to approach them symbolically. These rituals are strictly speaking meaningless—the actual content is interchangeable—as it is the form that is important. Rituals allow us momentary glimpses at secrets; and secrets are never about their content(s). Rather, secrets entail the recognition that they are secrets; the secret lies in their form as secret. This can be seen when we consider how group secrets work: since the entire group knows the secret, clearly the content of the secret is not as important as the fact that only members within the group are privy to this secret. Occasionally the actual content can be so trivial that even other people outside the group might know the information; they just do not realize its significance. For instance, if I used my date of birth as my bank-account password, merely knowing when I was born would not instantly give you the key to my life savings. In order for that to happen, you would have had to recognise the significance of the knowledge of my birthday. This means that you have to know that you know something. Since the God(s) are, strictly speaking, unknowable, this suggests that rituals put one in a position to potentially experience the God(s). The meaningless gestures on Valentine’s Day play precisely this ritualised role. It is not so much what you give the other person, but the fact that you give it to them. The gift in this sense is very much akin to an offering; the gift opens the possibility of an exchange. Gift-giving does not guarantee that you will like what is returned; there is always a reciprocation of the gift, but what is returned to you is never known in advance, until the moment it is received. This means that the worst thing that one can do is not give the gift: that would be akin to a cutting off of all possibilities, a complete closing of all communication with the other person. This at the same time also means that you cannot wait for the other person to give you something before you get them their gift: if that were the scenario, the reciprocal gift would be nothing more than a calculated return. The only manner in which both persons can give true gifts is to offer them independently of the other person, whilst keeping them in mind. In this way, the two gifts are always already both uncalculated (in the sense of not knowing what the return is) and also a reciprocation for the other (without knowing whether the other person actually has a gift in the first place). Naturally, this would seem like an irrational, even stupid, way of buying gifts. But it is precisely the stupidity involved that saves the relationship from being banal—more importantly, stupidity prevents it from entering the mere profane. This is not to say that an enigmatic love cannot end—of course it can. However, the difference lies in the fact that if the relationality is wholly transparent, it is subsumed under reason—completely predictable, within the self, and thus never open to the possibility of otherness, exteriority, musing. A love that is an event is one that is also open to the possibility of the divine, the sacred—always already closer to the possibility of wisdom. If we establish that both love and wisdom are exterior, to our knowledge, and the finitude to our selves, this suggests that both are names for the possibility of openness to otherness. In other words, and what choice do we have here but to use the words of the other, the philosopher—the lover of wisdom—is a name for one who is waiting, and nothing more. But that still leaves us with the question of this uncomfortable relationality between philosophy and poetry. But before we address that question, we have to take a momentary detour, and consider the whether it is possible to call one a poet. For, if we take the notion of a poet to be one who reaches the highest levels of rhetoric (beyond the lawyer, and the orator, who only aim to either please the crowds, or convince by way of sophistry), then we must also acknowledge that one can only become a poet at the moment of seizing, the point of inspiration, by the muses. Without this divine moment, all (s)he can do is practice her craft. As no one can control when the muses make their appearance, one could always be practising in vain—in some way, one is always already practising to be least in the way when the muse whispers into one’s ear; one is practising so as not to be vain. And since one cannot know when the muse will appear, there is no time frame to the practising—unlike the lawyer who speaks against a clock, poetry knows no time; the only time that matters is the time appropriate to poetry itself. Thus, all the poet (if one can use this term) is practising for the possibility of effacing her/him self—and waiting. Thus, in order for poetry to occur, in order to be seized, the poet—along with all her concerns—must cease. In other words, there is no poet; there is only the possibility of poetry. However, even as there is no time frame to this waiting, even as all we can say is that poetry is a name for waiting, the one who is practising is always already also in time. And since (s)he is in a symbolic relationality with the possibility of poetry, this suggests that the practising is her sacrifice, and time is precisely what she is sacrificing. Here, it might be helpful to turn to a strange source when it comes to poetry—Georges Bataille—and consider his teachings in the first volume of The Accursed Share where he reminds us that, the “essence [of sacrifice] is to consume profitlessly .” This is where each exchange is beyond rationality, beyond calculability, beyond reason itself, “unsubordinated to the ‘real’ order and occupied only with the present.” He continues: Sacrifice destroys that which it consecrates. It does not have to destroy as fire does; only the tie that connected the offering to the world of profitable activity is severed, but this separation has the sense of a definitive consumption; the consecrated offering cannot be restored to the real order.” (58) Since there is no need for a physical change in the object of sacrifice—“it does not have to destroy as fire does”—this suggests that the tie is severed symbolically. Hence, there is an aspect of trans-substantiation in this sacrifice: the form remains the same; in fact there is no perceivable change—this is the point at which all phenomenology fails—but there is always already a difference, an absolute separation from the “real order,” from logic, calculability, reason. The object of sacrifice, the victim [,] is a surplus taken from the mass of useful wealth…Once chosen, he is the accursed share , destined for violent consumption. But the curse tears him away from the order of things…” (59). And it is this tearing away from the order of things—the order of rationality—that “restores to the sacred world that which servile use has degraded, rendered profane” (55). For, only when it is no longer useful, when it is no longer abstracted—subjected, subsumed under—merely a use-value, can the object be an object as such, can a subject be a subject as such; be a singularity. Thus, it is never so much who or what is sacrificed, but the fact that there is a sacrifice. So even as (s)he is sacrificing her time to poetry, it is always already beyond her knowledge whether what (s)he is doing is actually preparing her for poetry or not—all (s)he can know is that she is sacrificing and nothing more. Hence, all (s)he can do is to open her self to the possibility of this relationality—all (s)he can do is be in love with poetry. At the moment the muse whispers into her ear, (s)he ceases to be, and becomes a medium for poetry—and since this possession is always already beyond our cognitive knowledge, this is also a moment of divine wisdom. In other words, there is no difference between poetry and wisdom—the moment of poetry is the moment of wisdom. And this might be the very reason for the philosopher’s aversion to poets. Not so much because they may corrupt the youth (this is after all the aim of all thinking, all philosophy), but precisely because in order to do so, the philosopher must wait for a moment of possession, for divine musing, for poetry. Hence, all thought, all thinking, all philosophy, is nothing but the waiting for the possibility of poetry itself. (shrink)

Reinforcement learning has recently received much attention as a learning method for complicated systems, e.g., robot systems. It does not need prior knowledge and has higher capability of reactive and adaptive behaviors. However increase in dimensionality of the action-state space makes it diffcult to accomplish learning. The applicability of the existing reinforcement learning algorithms are effective for simple tasks with relatively small action-state space. In this paper, we propose a new reinforcement learning algorithm: “Q-learning with (...) Dynamic Structuring of Exploration Space Based on Genetic Algorithm ”. The algorithm is applicable to systems with high dimensional action and interior state spaces, for example a robot with many redundant degrees of freedom. To demonstrate the effectiveness of the proposed algorithm simulations of obstacle avoidance by a 50 links manipulator have been carried out. It is shown that effective behavior can be learned by using the proposed algorithm. (shrink)

Reinforcement learning is very effective for robot learning. Because it does not need priori knowledge and has higher capability of reactive and adaptive behaviors. In our previous works, we proposed new reinforcement learning algorithm: “Q-learning with Dynamic Structuring of Exploration Space Based on Genetic Algorithm (QDSEGA)”. It is designed for complicated systems with large action-state space like a robot with many redundant degrees of freedom. And we applied it to 50 link manipulator and effective behavior is acquired. (...) However optimality and fault tolerance of the proposed algorithm were not considered and to demonstrate effectiveness of the proposed algorithm other applications are necessary. Acquiring of locomotion patterns by a multi-legged robot is a very interesting problem. As it has many redundant degrees of freedom, application of usual reinforcement learning is difficult and an optimal locomotion has not been acquired using previous reinforcement learning algorithm. And the redundancy of the robot is effective to the fault tolerance and various locomotion patterns can be acquired for adapting the faults of the legs. In this paper, we applied QDSEGA to acquiring of locomotion pattern by the multi-legged robot and considered the optimality and fault tolerance. Effective behavior has been obtained by using our proposed algorithm. (shrink)

The paper investigates Maurice Merleau-Ponty’s discussion of body and space and Gilles Deleuze’s reading of Francis Bacon’s work, in order to derive a renegotiated interrelation between habitual body, phenomenal space, preferential plane and constructive line. The resulting system is ap- plied as a filter to understand the sartorial fashion of Rei Kawakubo and Hussein Chalayan and their potential as a spatial prosthesis: the operative third skin. If the evolutionary nature of culture demands a constant change, how does the surface of (...) a third skin, which embodies the generative of stable/ unstable, respond to changes of context? The fleeting, shifting conditions of contemporary culture/ lifestyle rely upon, result in, and reflect one constant, change: change of working conditions, family structures, modes of inhabitation, relation networks, of userprofile and identity, of social and territorial boundaries. We occupy the shift- ing spatial parameters of a transitional supermodern environment. Culture, as enacted or embodied through each of these fields, is regulated by a number of abstract and factual variables that interplay constantly: time, space, movement, surface, individual, and data. Elizabeth Grosz argues that culture is an evolutionary effect: it regenerates itself in order to ensure the survival of the species. Each “prosthetic” expression of culture – language, fashion, architecture, etc. – changes repeatedly. Here change is not an end in itself, but a means. And the most successful prosthesis may not be the one that is able to answer the largest number of challenges, but one which itself undergoes a process of learning, self-modification, and differentiation – in short, a process of evolution. Any prosthesis is by nature an extension of the body. In the case of architecture and fashion the prosthesis addressing change is most often external to the body – a “cultural fur” or a surface phenomenon, that is, a highly profiled supplementary skin. As with all prostheses, their respective life-span depends on their ability to reflect a change in context and value systems. They are adapted or updated, if not, they vanish. Any situation of change is processed as a differentiation between the actual and the virtual of a given context. Grosz identifies distinctions between the actual and virtual, the real and the possible: the possible is a preformed real that has not yet received its final materiality, and thus delineates a range of options of becoming. The real is the blueprint of the possible, negotiated by factual limitations, and it is conjoint with the actual through a process of differentiation and divergence. The virtual comprises alternate variations of the actual, it defines a realm of deviation from the blueprint. In order to be responsive to change, the balance between the actual and virtual thus must be rendered unstable: “The virtual requires the actual to diverge, to differentiate itself, to proceed by way of division and disruption, forging modes of actualisation that will transform this virtual into others unforeseen or uncontained within it.” 4 The integration of the virtual allows a re-ordering of the blueprint, a return to the crossroad of possibilities, unlimiting and processing an alternative real, and establishing a state of continual change. A repeated change – not as a choice between a number of options but as a gradual process – marks the moment of evolution, and requires a dynamic system. Such a dynamic can be rendered as an adaptable, flexible, modular, mobile, or morphing system of change. The key lies with the fluency and ability of adaptation for the proposed differentiation between actual and virtual – thus it is an elastic change that is required. The nature of this elasticity is encoded in a repeated repositioning of the variables: a constant fine-tuning of a maximum number of parameters that engineer, alter and define the blueprint. When looking for a dynamic system that incorporates a transformation of skin or space, we are in search of dynamics through an operative surface, controlled by means of the constructive line. Both operative surface and constructive line are generative methods for the formation and form finding of the second and third skin of sartorial fashion and architecture respectively, as they both produce inhabitable or wearable envelopes with a specific responsiveness. Both professions share communication, coding and signage, form information programs, pattern charts, volume outlines, texture fields, surface operations, and implement electronic or digital extensions. In both, the constructive line shapes the surface twice: before production and in operation. The surface demarcates space, spatial envelope, enclosing garment, field of action. In which way can an operative system of the surface with stable/ unstable conditioning generate a phenomenological or evolutionary change in the reconstruction of body and context? How do time, space, movement, surface, individual and data interact in this framework? What is the impact of surface strategies and constructive line on that system? (shrink)

This article examines the interplay between contemporary algorithmic security technology and the political theory of the state of exception. I argue that the exception, as both a political and a technological concept, provides a crucial way to understand the power operating through machine learning technologies used in the security apparatuses of the modern state. I highlight how algorithmic security technology, through its inherent technical properties, carries exceptions throughout its political and technological architecture. This leads me to engage with (...) Theodor Adorno’s negative dialectics to interrogate the question of ‘ground truth’ in machine learning. I conclude that most machine learning technology asserts identity between itself and bourgeois reality – and thus inherently reinforces and reproduces the relations of domination entailed in that image of the world. However, space still exists for machine learning to operate within spaces of political non-identity, or exceptions to the bourgeois totality, and aid in liberatory politics. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:The Juggling ActSamantha René MerriwetherDepressed. Anxious. Insomniac. Learning Disabled. Physically impaired. Sufferer of Post–Traumatic Stress Disorder. Would you choose any of these labels? How about taking two or three? Sound manageable? Probably not. But why? All across our society are plastered expectations of perfection, normalcy and “acceptable” images.I am 27–years–old and, despite the years of education I have received, the communication skills I have gained in English and American (...) Sign Language (ASL), the countless hours spent with doctors consulting about how to “get better,” I have lost my sense of identity. And, the more I think about it, the more I realize that my “authentic voice” has not yet been born. This is the reality for me and, I suspect, for anyone else who has been labeled disabled.When I sat down to write this, I did not struggle coming up with a story to share nor the words to intrigue readers. Instead, I grappled over using my real name and not using a “pen name.” Despite my long and varied history with disability, it took me a long time to advocate my issues enough to receive services. Because labels are embarrassing. Because disability is embarrassing. And, so, now I have labels... many labels. However, it is still accepting them that I am left with. Unfortunately, I am just one of millions who are also fighting to find some sense of balance between honesty with myself and the societal labels that are at the forefront of our communities.It has been a year since I took Disability Studies, a cultural pluralism course requirement for my Liberal Studies Degree at California State University. On the surface choosing this sub topic could have been perceived as an easy A, given that I am disabled. Yes, having a disability enabled the language used to be less of a shock in my overall comprehension. In reality, however, the struggle to achieve success academically is continuously challenged by my own disabilities. However, despite succeeding in the course, “easy” is not an adjective that appropriately represents my experience. The knowledge I grasped in the classroom helps me to understand what happens when I walk outside on any given day; but therein lies the glitch... the class is over, but my disabilities never will be.Did I enjoy the topic of Disability Studies? Yes, immensely. Because it was something I could relate to. Did enjoying the subject matter take the struggle for comprehension away? No. Did my dyslexia absolve into thin air? No. Being disabled does not admit me, nor anyone else for that matter, into the disabled world with a “free pass from suffering” as if we are all in a club. Having a diagnosis helps to identify why I may not be able to do things in the way others may perceive as “normal.” But, it is the label of being “normal” that is detrimental to achieving success. It represents why our society has a stilted perspective towards those who wear glasses, use walking aides, or need assistance to get [End Page 205] something from a grocery store shelf. Additionally, implying that any one way of completing a task is “normal” is wrong and further accents those differences, which are just that... differences.One component of this course was a Panel Discussion with those living in the TAB (temporarily–able bodied) community. Approaching this event, I was possibly more nervous to ask questions than for the four members having to answer questions. The paradox of wanting to gain more understanding from those most qualified individuals who live with these struggles everyday and intellectually knowing that respect needed to come first was immense. Oddly, once the panel opened up, asking questions was not hard. Within the first ten minutes my fears subsided; the entire experience was like speaking to old friends, only I had just met them. These individuals were, yes, dealing with impairments, but were just as relatable to me as I was to them. And, to my surprise, they were inquisitive and curious towards each other as well. This reinforced that fact that when information is lacking our society we still rely on stereotypes about topics we are... (shrink)

The trend to centralization of the Mizrahi narrative has become an integral part of the nationalistic, ethnic, religious, and ideological-political dimensions of the emerging, complex Israeli identity. This trend includes several forms of opposition: strong opposition to "melting pot" policies and their ideological leaders; opposition to the view that ethnicity is a dimension of the tension and schisms that threaten Israeli society; and, direct repulsion of attempts to silence and to dismiss Mizrahim and so marginalize them hegemonically. The Mizrahi Democratic (...) Rainbow [The Keshet], the most prominent proponent and representative of this trend, was established in the 1990s with the intention of being a leading civic and political body in Israeli society. While it was the Mizrahi worldview that led to selection of the organization's name and aims, their vision was to be involved in social struggle on behalf of other groups in Israeli society. Since it was established, The Keshet has aimed to function as an assertive, long-term alternative coalition exerting influence, power, and pressure on the Israeli narrative network. And, indeed, the organization has succeeded in disrupting Israeli discourse, principally, by challenging the ideological foundations of the Zionist meta-narrative. Nearing the end of the first decade of the 21st century and nearly a decade since it was established, The Keshet not only represents the most current wave of Mizrahi discourse, it has changed it to such a great degree that it is impossible to ignore its influence. Further, this alternative narrative may have significant potential to advance the internal Jewish discourse so fundamental at this time given the changing Israeli situation and regional conditions. And, while it is possible to view The Keshet and this new narrative as a continuation of the Mizrahi struggle, as a narrative The Keshet's agenda represents a post-colonial perspective and multi-cultural alternative to Zionism as a social vehicle. Amidst all of this, The Keshet continues to offer concrete proposals to change the Jewish character of the state as well as its internal and external relations. One of the primary goals of this study was to examine the rise of the Mizrahi narrative over the last two decades and the new Mizrahi discourse in Israeli society. More specifically, the study sought to attain an in-depth understanding of the central narrative created and represented by The Keshet. An additional goal was to investigate the influence of The Keshet's activity and the narrative it constructed in regard to other narratives. In particular, the study focused on The Keshet's opposition to the central Zionist narrative that infuses civic, political, and academic frameworks in Israel. Accordingly, the primary research questions investigated in the study sought to determine: What has been the influence of the Mizrahi Democratic Rainbow on the Mizrahi narrative in Israel? And, what are implications of such influence for the central Zionist narrative? Methodologically, the study was based on narrative and comparative analyses of texts from different periods of the older and newer Mizrahi narratives. The corpus included two types of texts: First, academic texts and opinion pieces, both philosophical and programmatic in nature, published in magazines, journals, books, as well as position papers; second, all of the texts published by prominent and influential figures who charted the path of The Keshet or led it organizationally and/or intellectually over the last twenty years (e. g., Yehudah Shenhav, Yossi Yona, Moshe Krief among others). All texts were examined by means of philosophical, historical and critical hermeneutic tools. This analysis revealed different levels of Mizrahi and civic discourse in Israel as well as among The Keshet's founders and leading ideologues. The study was based on a three stage process model, developed for purposes of this study, for investigation and analysis of the new Mizrahi narrative as well as other oppositional narratives, in particular opposition to the hegemonic meta-narrative. The stages are: issuing the challenge, dissolution and, liberation; that is, liberation is the measure of the ultimate success of the struggle for narrative change. Such change is not based on success in the field, but rather on a radical, fundamental reversal of thought, discourse patterns, stylistic structures, as well as forms of questioning - in this case of taken-for-granted racist mechanisms. However, the principal change is in achieving a deep, inner de-legitimization of the signifiers, categories, and reproductions of all manner of mockery that are based on immoral colonialist processes that are reinforced by regimes of fear and intimidation whose self-destruction began upon their very creation. This three stage model charts the course of the oppositional Mizrahi narrative from: accounting for the past (passing judgment on the so-called historic colonialist Zionism) to writing a new (pure Mizrahi) history and creation of a Mizrahi-Arab identity separate from the Ashkenazic, identified as Zionist. Contemporary post-colonialist discourse is integral in these stages. Such a perspective has been transformed by transitions from - binarism to hybridity, Orientalism to Occidentalism, the politics of "liberation" to "constructive" politics, from the history of consciousness to the history of change, as well as from nationalist to post-nationalist questions. Fundamentally, according to this approach, political and other struggles for the emerging narrative of Mizrahi (or Arab) history seek to centralize it in society and weave it amidst the models of multiculturalism. Undertaken in parallel, the central characteristics of all these stages are borrowed from countries in which the need for national reconciliation led to renunciation of apartheid and racist policies and historical judgment of the hegemony supported by racist leaders. In addition, these three moves were undertaken in Keshet and its ideologues by means of substantive symbolic violence directed at the hegemonic Ashkenazic discourse, which included creation of hatred of it, use of stereotypes the opposite of oppressive discourse, and adoption of an arrogant point of view toward it. This stands in stark contrast to the claims of the self-proclaimed new Mizrahi stance of a discourse established on purely ethical grounds that sought to cleanse itself of these very same oppressive elements. The model developed for and demonstrated in this study allows for analysis of oppositional narratives in which the libratory stage evolves into a form of entrapment, as appears to be occurring to the new Mizrahi discourse. This conclusion is based on the observations shared by many Keshet proponents including leading intellectuals who worked on the manifestos that were the subject of criticism from the Zionist camp. The study identified and defined the following six interwoven strata, which for purposes of explication are each discussed in a separate chapter: The first chapter presents a general theoretical discussion of the issue of the narrative and the inter-narrative struggle that has become central and applicable in various ways in the latest generation (e. g., anthropologically, hermeneutically, and philosophically). The analysis surveys different discussions in the inter-narrative struggle and locates them in the contexts, relations, and meanings derived from, representing, and indeed reproducing the narrative of national identity. The second chapter includes a historical survey of the older Mizrahi struggle that existed prior to the ascendance of the new Mizrahi narrative. Initially, Mizrahi discourse focused on expressing the ethnic protest that grew in years to follow. These feelings of discrimination and social distancing of the immigrants from Islamic countries gave birth to expressions of protest, the most prominent of which were Wadi Salib and the Black Panther Movement's various activities. The research literature contains many explanations for the exacerbation of the ethnic problem and creation of a situation that could not be ignored. The consensus academic view reached at the end of the 1970s identified a number of primary factors for this situation: the existence and extensive numbers of different ethnic groups; the relative or absolute segregation of frameworks within which members of these ethnic groups lived and acted; and the significant overlap between socio-economic status and feelings of discrimination retained by members of the Mizrahi group due years of neglect by the Ashkenazic establishment, the strengthening of Mizrahi social, cultural, and political power, as well as the emergence of a Mizrahi elite that identified with Mizrahi problems. The severe consequences of feelings of discrimination were expressed in a long series of events, such as: rioting by residents of the Rehovot Sharayim neighborhood in 1956; events of Wadi Salib in Haifa in 1959; and a chain of activities involving the Black Panthers in the 1970s. Protest was also an aspect of the "tent movement" in the 1970s and 1980s. Political activities were advanced by the Tami Movement that competed in the election for the 10th Knesset in 1981 and the Shas Movement that has continued to garner political power since being found in 1984. The 1980s and 1990s were characterized as the era of radical consciousness of Mizrahi discourse as well as by the rise to power, in consecutive order, of the political parties – Tami, Shas, and the Mizrahim HaHadashim [the New Mizrahi]. The latter party laid the foundations of the new radical Mizrahi discourse from which emerged such cultural activities as: Iton Aher [A Different Newspaper]; Bimat Kivon Aher [Another Direction Forum]; Efir'yon journal; the Halah Organization for Education in Neighborhoods, Development Towns, and Villages; Kedma; the newspaper – Patish [Hammer]; and, eventually the establishment of Keshet. The third chapter presents an examination of the materialization of the inter-narrative struggle in the case of Israel, with a specific focus on The Keshet and the new Mizrahi narrative advanced by it and intellectuals. The Keshet ideology is examined in the context of its grounding in post-colonial thought, especially that of Edward Said; the directions proposed by Ella Shohat and her followers; the central thinkers of the narrative in Israel in the last decade; and the harsh critique leveled at the Ashkenazic-Zionist narrative. The practical steps proposed for implementation within the multicultural model are also examined. Here the effort to reduce the centrality of Zionism while revealing its oppressive mechanisms was undertaken in parallel with use of these mechanisms in order to create a Mizrahi space with broad margins inclusive of alternative forms of Israeli identity in the Middle East and in conjunction with Arabs within and beyond Israel. Mizrahi traditionalism is examined in the fourth chapter in two particular respects. First, the criticism of the new Mizrahi narrative leveled by the renewed view and, second, the implications of the alternative in terms of creating a Mizrahi space that does not oppose Zionism. Rather, in opposing the post-colonialist perspective, this renewed traditionalist perspective criticizes as well as values Zionism. This space seeks to be both Jewish and Mizrahi. It does not detach itself from nationalist Zionism but rather views itself as a continuation of this tradition and, accordingly, is an effort to develop a next stage in its development. For example, an essential dimension of the traditionalist perspective, "commitment," is considered in this stage to be a fertile basis for dialogue with the past and as an anchor for contemporary interpretation of Mizrahi and other Jews' identities in Israel. The fifth and sixth chapters deal with all of the vectors of criticism directed at the new Mizrahi narrative, including its ideological foundations, philosophical stance, as well as intellectual and practical basis in the Israeli sphere in the face of Palestinian nationalism. These vectors of criticism from within and beyond The Keshet deal with issues, such as, the meaning of the movement's activities and the narrative that it offers regarding questions of Israeli identity, Israeli collective memory, and Mizrahi self-perception. At the same time, it must confront the capitalist neo-liberal narrative in a global world and thrive in a context in which it must make itself manifest amidst oppositional narratives. The final chapter presents a comprehensive, critical analysis of the new Mizrahi narrative. It does so by means of a theoretical model that examines it as an oppositional narrative – one that seeks to challenge the hegemonic meta-narrative, to dissolve the boundaries of the narrative discourse, and to propose liberation and redemption that may led to entrapment amidst a changing, a-dichotomous realities (e. g., global economic development in the face of Zionist nationalisms that display ideological strength as well as development of the sense of being an Israeli that maintains its vitality and continuity while being constituted by sectors that challenge being a Mizrahi, such as co-ethnic subjects. The Keshet's influence is dramatic and extends in a number of central directions. Its political activity and non-entry into the domains of the Israeli parliament granted the movement significant power in civic discourse and contributed to changing the persona of the Mizrahi discourse; for example, from political-party struggles over budgets and obtaining shares of the regime to changing the face of Israeli society and the centrality of the Mizrahi narrative. This change included deconstructing the Ashkenazic narrative and constructing comprehensive Ashkenazic-Zionist guilt, as evident in the Ehud Barak's request for collective forgiveness. This was accomplished through the participation of leading members of Keshet who appeared in prominent intellectual forums and engaged in lively discourse - principally in academic, social, and media domains. Such participation gave new meaning to various aspects of Israeli society while establishing different models of multiculturalism. The rise of the new Mizrahi narrative is a significant marker in the inter-narrative struggle as it represents a desire for separate or hybrid identities. And, the deep probing of the narrative constructed by leaders of The Keshet and those who identify with the movement produced a number of clear ways to distinguish it from the old Mizrahi struggle, whose history was portrayed through social protests, in a manner similar to linear vectors marked with wars and elections. The old Mizrahi struggle selected the traditional tactical struggle identified usually with social and political movements that seek to change political, social, and economic reality - from the bottom up. Their primary demand was to change decisions as well as the division of social goods and resources. Hence, this older period of struggle was not aimed at opposing the ideological foundations of the hegemonic narrative nor did it seek to undermine in a radical manner the unique nature of the state of Israel as a revolutionary solution for the problems of the Jews according to the Zionist approach, as a national home for the Jewish people, and recognition of the right to an preferred and meta-definition of Jewish nationalism. In contrast, the top down struggle advanced by the new narrative is part of an ideological movement led by the educated that is assertive and ground in post-colonialist theory. Accordingly, it was critical of the techniques and mechanisms of oppression as well as sought to attack the Zionist ideological foundations and to reveal its racist operations and the regimes that have preserved it so efficiently for many years. The uniqueness of this narrative is the intellectual offensive that continues to be advanced and, in parallel, development of the discourse struggle in Israel concerning the justification for Zionism and the concrete political proposal that Jews reject the taken-for-granted status of it as an ideology. This new narrative recognizes the historic difficulties of subversion as an emancipatory and, principally, moral effort. In addition, the new Mizrahi narrative shares the foundations and narrative of Palestinian victimization. In its radical version, the new Mizrahi narrative seeks to connect to the Palestinian narrative in order to create a new space here. According to this version, this action will take place gradually. The first stage will be characterized by opposition to Western European, Ashkenazic Zionism. The Eurocentric Zionism will surrender in the second stage, to be followed in the last stage by creation of a coalition of Jews and Arabs that will be establish through concrete actualization of the refugee status and victimization that is shared by both Palestinians and Mizrahim (whether as Mizrahim or Jewish-Arab). Not a speculative academic exercise, the goal sought by this narrative is delineate and to achieve a multicultural model in which equality, liberty, and social justice will overcome the nationalism and colonialism of either side; that is it will be neither Zionist nor Jewish. Thus, this approach stresses what is shared (e.g., acceptance of the Arab space and not a rejection of it; the legitimacy of the Arab language and culture). This is part of detachment from and historic judgment of the colonialist Zionist enterprise. This possibility includes moral elements that remove the evil and harm caused by Zionism for many years as well as inner cleansing – primarily among Ashkenazim – of attitudes towards Jews and non-Jews. Though, in this regard, it should be noted that, to date, the new narrative has not made similar claims that Palestinians undergo a similar process. The assumption seems to be that this should be tested, that the coalition proposed is a possibility that will be recognized by the Palestinians, and that they are prepared to undergo a similar, shared moral process that involves negating the state of Israel as a Jewish, Western state, a state of the Jewish people, and not only for those who live within it. These Mizrahi thinkers conducted a significant move through deconstruction and substitution of the Eurocentric narrative with a multi-cultural proposal that is optimistic and even attractively naïve. Today, they acknowledge that they did not take into account Palestinian nationalist violence directed to citizens, the traditionalist alternative, and widespread opposition within the Mizrahi community toward what is perceived to be Mizrahi seclusion. They also did not take into account the harsh criticism rendered by young and educated Mizrahim who claim that they were born into a complex, multi-dimensional, multi-layered identity that includes internalization of the language of the West and rules of the game of this complex identity. And, though they are critical of some of its values, this makes it difficult to mount internal emotional opposition to the West and to the globalization contained within this world. Hence, this more familiar world is preferred over the values of the Mizrahi-Arab alternative, particularly in regard to problems in the domains of democratic citizenship, stance taken toward women, and freedom of speech. Further, educated Mizrachim reject the post-colonialist perspective and are stridently critical of its dichotomization. They claim that such a division is irrelevant in a world in which older ideologies have collapsed and new spheres – such as cyberspace and others – are open to them in which they can present themselves with an Israeli identity that is not categorized as necessarily Mizrahi. (shrink)

This study aims to determine the opinions of teachers of Religious Culture and Ethics Course (DKAB) about subject-based classroom application in-depth. The research has been carried from qualitative research methods with a case study design. In order to determine the working group of the study, criteria sampling was used in the first stage, and the maximum diversity sampling method was used in the next step. The sample of this research consists of 8 DKAB teachers working in Ankara province. A semi-structured (...) interview form has been used as a data collection tool in the study. The data of the qualitative of this research has been analyzed with both descriptive and content analysis by NVivo 10 program. In order to ensure validity and reliability in the study, credibility, transferability, consistency, and verifiability strategies have been used. When the research data were analyzed, four themes were formed: positive opinions about the application, negative opinions and problems related to the application, contribution of the practice to religious education and training, and recommendations about the application. DKAB teachers find the application more positive than the classroom system. It has been found that the practice of subject-based classrooms is a motivational tool for Primary School students, while it causes some problems for lower secondary school and upper secondary school students.Summary: Learning environments are among the key elements in the acquisition of 21st-century skills. Classrooms are also a part of the learning environment. Classes are the learning environment in which teachers and students spend most of their education and training process. In this context, subject-based classroom application is one of the preferred methods in the arrangement of classrooms.Subject-based classroom application means that the teachers have a special classroom related to their branches in the school building, and students attend the teacher's classroom according to the syllabus. In this practice, the teacher can decorate walls, floor, ceiling, column, and beam of the classroom with students’ study materials such as banner, poster, painting, cartoon to make the course more effective and efficient and to create a psychological atmosphere called classroom atmosphere-air.This application aims to activate the student by enriching the classroom and make learning effective and efficient. The classroom equipped with appropriate equipment and materials provides a favorable environment for the implementation of effective teaching strategies. The application can create “class/classroom culture” by using ordinary meanings and symbols related to the course. It provides students the opportunity to exhibit their products and contributes to students' self-regulation skills development. Besides, real-life practices or practices close to reality can be brought into the classroom. As a result, permanent learning can be realized with the possibility of creating a shared living space and the number of sensory organs participating in learning.This current study aims to address in-depth information about the opinions of Religious Culture and Moral Ethics (DKAB) teachers in primary, secondary, and high schools regarding the subject-based classroom application. When the studies in the literature are examined, it is seen that the studies related to the subject-based classroom application have increased since 2010. However, it is clear that this research is directed towards social studies, geography, science, and mathematics courses and is based on the opinions of students, teachers, and administrators at the secondary school level. In the context of DKAB course, there has been no research including the views of teachers, students, or school administrators regarding the application of subject-based classrooms. This study is carried out revealing perspectives of DKAB teachers by examining their opinions on the subject-based classroom application and contribute to the field. The research was conducted with a case study design from the qualitative research methods. The participants consist of 8 DKAB teachers working in Ankara province. A mixed purposive sampling method was used to determine the study group. In the first stage, the teachers implementing the DKAB classrooms application were taken as criteria. In the next step, the study group was determined within the framework of the maximum diversity sampling method by considering the variables such as school level, gender, age, education level, duration of teachers' work. The data were collected through a semi-structured interview form with expert opinion. In the form, there are nine main questions and probe questions, which include questions related to subject-based classrooms application, the contribution of the application to religious education and training, the contribution of teachers to professional and personal development, the effect of teachers' belonging to the school, the effectiveness, and improvement of the application. Permission has been obtained from the Ankara Provincial Directorate of National Education and participants via consent form for the interview. The interviews were recorded in audio, 169.58-minute audio recording transcripts, and 52-page interview data obtained. The qualitative data of this research has been analyzed with both descriptive and content analysis by NVivo 10 program. In order to ensure validity and reliability in the study, credibility, transferability, consistency, and verifiability strategies have been used.When the data of the research were analyzed, the opinions of DKAB teachers about the subject-based classrooms application categorized under four themes; positive and negative opinions/problems about the practice, the contribution of the practice to religious education and teaching and practical suggestions. Under the theme of positive opinions on the application, positive aspects for the teacher, student, parents, and comparison with the classroom system were formed. According to the participants, the practice of DKAB classroom is a “facilitation” element for the teacher because of the factors such as the teacher not moving around the classroom, not carrying material, having freedom to organize the classroom, and material regularity. In this application, since the teacher has a class of his own, the teacher adopts and owns the classroom and the sense of belonging to school increases. This sense of belonging is felt so strongly that there is even a participant who plans to retire if the application is abandoned. The positive aspects of the application for the students are that; a classroom is a motivating tool, the boards and walls can be used, and the student has the opportunity to exhibit their activities. When compared with the classroom system, it was stated that as a result of the branch classroom practice, the school equipment could be better protected, class order and cleaning easier, and the success of the students would be increased.The negative views of the participants on the application were grouped under the categories of students, teachers, and parents. Not having a fixed class of their own, continually relocating and losing time in recess, staying in the classroom door when the classroom is locked, not adopting the classroom and lack of lockers constitute the negative aspects of the application for the students. The overuse of classrooms, less use of teachers' rooms, lack of communication between colleagues are the negative aspects of the application for the teachers. It was stated by (75%) most of the participants that branch classroom application contributed to the continual learning of students in religious education and teaching. To make the application more functional, DKAB teachers have proposed arrangements such as improving physical infrastructure, enriching teaching materials, and arranging school syllabus and keeping classrooms open. As a result, teachers find the application more positive than the classroom system. While it is a motivation tool for primary school students, it causes some problems for secondary and high school students, such as carrying bags, staying at the door, and wasting time. In this sense, the application is recommended to be applied in primary schools that have a sufficient number of classrooms. Also, the system should be applied in secondary and high schools where the number of students is low, or the number of classrooms is sufficiently provided that the problems experienced by the students are eliminated. School administrations and teachers need to take necessary measures to make the application effective and efficient. (shrink)

Why an encyclopedia of the philosophy of religion? Because human beings have been and continue to be religious. Indeed, if one thinks in terms of what it is to be human, what is the essence of a human being, one can reasonably hold that it includes the property of trying to make sense of things and events, and religion, in terms of both belief and practice, is a way of doing this. A religious response to this attempt at sense-making in (...) no way implies that those who are not religious are not trying to make sense of things.They are, but conclude that the sought-after intelligibility, if it can be had, can be had without religion. So if one thinks of philosophy as, at least in part, a rational pursuit of intelligibility about things and events, then the philosophy of religion can plausibly be construed as the pursuit of this intelligibility in religious terms, and an encyclopedia of philosophy of religion as an orderly assemblage of entries about this rational undertaking. While the philosophy of religion has often been thought of as a "Western" activity which is engaged in by those in the Abrahamic faiths (Judaism, Christianity, and Islam), from the inception of this project we have believed it is important to think globally in terms of the scope of entries included in the encyclopedia. Hence, there are not only numerous entries on topics and individuals within the Abrahamic religious traditions, but also equally numerous entries on issues and people in Buddhism, Hinduism, Jainism, and other religious traditions.We have sought to be diverse in terms of the inclusion of entries across the religious world, not because we believe diversity and inclusion are goods in their own right, but because they are instrumental to helping us think more clearly about the overall intellectual project of making sense of things in terms of religion. Some persons might object that because the idea of making sense of things is a rational notion and religion, when properly understood, is at its core a rejection of the notion that things and events are intelligible, the philosophy of religion is itself a deeply incoherent intellectual discipline. Indeed, if we assume a desire tomake sense of things, the attempt to fulfill this desire along with perhaps its eventual frustration is a source of suffering. And who wants to suffer? Thus religion at its core is about giving up on the attempt to make sense of things and to achieve a state of "mind" in which there is nothingness or oneness with all things and, as a result, nothing distinct from other things of which to make sense. While this point is well made and appreciated, it nevertheless is also a fact that anyone reading one or more of the entries in this encyclopedia of the philosophy of religion is a person who is seeking to learn about, and thus make sense of, something or someone related to a particular religion or religions. So at least to this degree the reader is an individual who is pursuing intelligibility about that which is religious, or related to what is religious, in nature. And an initial assumption that the attempt to satisfy the desire for intelligibility through religion must fail and produce suffering is at least questionable. Finally, because this is an encyclopedia of the philosophy of religion, there are many entries about views and peoplewho believe that there are good reasons to reject religion altogether. These entries are warranted because the issues and people they cover occupy an important place in the dialogue that takes place between individuals with differing views who live in a shared global space. (shrink)

In this issue we include contributions from the individuals presiding at the panel All in a Jurnal's Work: A BABEL Wayzgoose, convened at the second Biennial Meeting of the BABEL Working Group. Sadly, the contributions of Daniel Remein, chief rogue at the Organism for Poetic Research as well as editor at Whiskey & Fox , were not able to appear in this version of the proceedings. From the program : 2ND BIENNUAL MEETING OF THE BABEL WORKING GROUP CONFERENCE “CRUISING IN (...) THE RUINS: THE QUESTION OF DISCIPLINARITY IN THE POST/MEDIEVAL UNIVERSITY” SEPTEMBER 21ST, 2012: SESSION 13 MCLEOD C.322, CURRY STUDENT CENTER NORTHEASTERN UNIVERSITY, BOSTON, MA. Traditionally, a wayzgoose was a celebration at the end of a printer’s year, a night off in the late fall before the work began of printing by candlelight. According to the OED, the Master Printer would make for the journeymen “a good Feast, and not only entertains them at his own House, but besides, gives them Money to spend at the Ale-house or Tavern at Night.” Following in this line, continent. proposes in its publication(s) a night out and a good Feast, away from the noxious fumes of the Academy and into a night of revelry which begins, but does not end, at the alehouse or Tavern. continent. proposes that the thinking of the Academy be freed to be thought elsewhere, in the alleys and doorways of the village and cities, encountered not in the strictly defined spaces of the classroom and blackboard (now white) but anticipated and found where thinking occurs. Historically, academic journals have served a different purpose than the Academy itself. Journals (from the Anglo-Fr. jurnal , "a day," from O.Fr. jornel , "day, time; day's work," hence the journalist as writer of the news of the day ) have served as privileged sites for the articulation and concretization of specific modes of knowledge and control (insemination of those ideas has been formalized in the classroom, in seminar). In contrast, the academic journal is post-partum and has been an old-boys club, an insider trading network in which truths are (re)circulated against themselves, forming a Maginot Line against whatever is new, or the distinctly challenging. All in a Jurnal’s Work will discuss (in part) the ramifications of cheap start-up publications that are challenging the traditional ensconced-in-ivory academic journals and their supporting infrastructures. The panel will be seeking a questioning (as a challenging) towards the discipline of knowledge production/fabrication (of truth[s]) and the event of the Academy (and its publications) as it has evolved and continues to (d)evolve. Issues to be discussed will revolve around the power of academic publishing and its origins, hierarchical versus horizontal academic modules (is there a place for the General Assembly in academia?) and the evolving idea of the Multiversity as a site(s) of a (BABELing) multivocality in the wake of the University of Disaster. A CONTINUOUS ACT Nico Jenkins In Pierre Hadot’s extraordinary book, Philosophy as a Way of Life , the practices of philosophy—that is the exercise of what we can term pre-institionalized love of wisdom, what Philo of Alexandria described as a training towards wisdom—are described as, following the Stoics, “a continuous act, permanent and identical with life itself, which had to be renewed at each instant.” This renewal of thinking, this coming to be of being itself —meeting itself on its own ground, concerns the way philosophy is practiced, and more often, taught, or rather not taught. Hadot continues his thinking with a description of what happens to the structure of thought in the medieval ages as it becomes adopted—co-opted— by the university, and by extension, by the institution of the church. Philosophy becomes no longer a way of living, no longer a praxis as such but becomes a condition that is locked in a theoretical construct, one which was literally removed from life (and in life we read then love, wisdom, being etc, also the home, the market, the field, the street) and secured behind the high walls of the monastery (which were shortly replaced by the high walls of the Academy) where thinking unfortunately rests for the most part today. Hadot writes further that this dangerous movement of removal reduces thinking to a theoretical practice akin to the mythical Ouroborous; “education was thus no longer directed toward people who were to be educated with a view to becoming fully developed human beings, but to specialists, in order that they might learn how to train other specialists.” Thought then is trapped behind the walls of the academy, and with the exception of such thinkers as Spinoza, Descartes, and Liebnitz as well as others who think from an outside in, thought remains, in the form of Kant, Fichte, Hegel, a practice reduced or removed from life and restricted to what Schopenhauer will call “mere fencing in front of the mirror.” This is of course the tendency today and philosophy remains, for the most part, a discourse produced and thought inside the academy and disseminated, in seminated through university presses and of course the academic journal. It seems necessary to me that we have to have a place, a return, to a thinking which is closer to the Stoics, closer to the pre-Socratics, to a thinking which is a practice of becoming, a training to think, to live, to die. this is not south romantic than imperative . This thinking is one of a deep ir responsibility because it is not known, it is not figured out. It requires a risk and what Heidegger calls a leap (for there is no bridge to it). I call it irresponsible because for too long sanctioned thought has had as its premise the idea that thinking has a goal, a direction, a telos ; that it is not an activity but a process which gives a product; that the responsibility of thinking in turn demand an answer. In my mind, only freed from that goal can thinking, in contrast, bask in its own thinking, bask in a state in which the unknown can remain unknown, that mystery can rest as mystery. This is not to say that the world needs no answers, or to promote a Whitmanesque “leaning and loafing” as the only valid practice. It is only to say that for too long, thinking has been validated by the academy, by the answerable, by the already decided. To me, this requires—as an answer— the ir responsibility of thought, what Nancy calls, “a world for which all is not already done (played out, finished, enshrined in a destiny), nor entirely still to do (in the future for always future tomorrows).” This is a thinking not sanctified by the academy, made sacred by the church or the palace but rather it takes place on the périphérie , beyond the ring road, in alleyways behind the marketplace, in cafes stained with the syphilitic patina of irresponsible talk, of loose talk, the kind of talk made loose not only by the tankard and the goblet by the practice and training of attuned thinking. continent. was formed as a collective of thinkers coming out of the European Graduate School (also known as the University of Disaster) three years ago, in an effort to combat, or challenge, the dominant paradigm which isolates thinking from the street, from life, from where perhaps wisdom tends to emerge. We feel that not only is the university herself no longer the privileged site of where true thinking takes place—and where only official thought can take place—but that the very artificiality of the academy denies thinking—at times—authentic, thought. Our goal at continent. is to create a media agnostic publication which is rigorous in its intellectual underpinnings but which will remain permanently beyond and out of reach of the academy. Though many of us butter our bread with academic paychecks (maid!) we attempt to keep continent. as a refuge—and a refugee—from the University in ruins, from the University as a site of preformed and institutionalized pre-set dialogues. In concert with other publications-both cyber and print—as well as various blogs we are attempting to re-dialogize the dialogue of thinking. We are attempting both to speak to— as well as with and against —the university as a site of accreted knowledge. We have not been utterly successful and continue to attempt to define what that role of being perpetually beyond is (while still trying to maintain rigorous intellectual standards) but it is just that, a goal, which is perpetually opening, perpetually unanswered, perhaps even by design, perpetually unanswerable. (shrink)

One most common problem in reinforcement learning systems (e.g. Q-learning) is to reduce the number of trials to converge to an optimal policy. As one of the solution to the problem, k-certainty exploration method was proposed. Miyazaki reported that this method could determine an optimal policy faster than Q-learning in Markov decision processes (MDPs). This method is very efficient learning method. But, we propose an improvement plan that makes this method more efficient. In k-certainty exploration method, in case there (...) is no k-uncertainty rule (rules which aren’t selected more than k times) in current state, an agent sometimes walks randomly until it finds a state where it can select a k-uncertainty rule. We think that this behavior is not efficient. To reduce this useless behavior, we propose combining k-certainty exploration method with Dynamic programming (DP). Miyazaki’s system uses DP after all rules are executed at least k times. But, our method uses k-certainty exploration method along with DP during learning. Our method, takes two pattern actions. In case an agent can select k-uncertainty rules, one of these rules is selected at random as k-certainty exploration method. In another case there is no k-uncertainty rule, behavior of agent is different from the behavior of k-certainty exploration method. In that case, our method uses DP to compute an optimal policy for moving from a current state to a state in which some k-uncertainty rules remain. The model for DP is constructed by using only known states. The outline will be described below. First, an agent makes a map constructed by using only known states. In the map, goals are states in which there are k-uncertainty rules and arbitrary state values are set in these states. Point to which attention should be paid is that the map is not given from outside. It is made from only experience. Next, each state values of states in which there are only k-certainty rules in the map are computed by DP (we used Policy Iteration). Finally, an agent continues to select greedy action until it arrives at a state in which it can select a k-uncertainty rule. By this improvement, we expect it can determine an optimal policy faster than k-certainty exploration method. And we have verified that our exploration method can determine an optimal policy faster than k-certainty exploration method by computer simulation. (shrink)

We present an approach to subjective computing for the design of future robots that exhibit more adaptive and flexible behavior in terms of subjective intelligence. Instead of encapsulating subjectivity into higher order states, we show by means of a relational approach how subjective intelligence can be implemented in terms of the reciprocity of autonomous self-referentiality and direct world-coupling. Subjectivity concerns the relational arrangement of an agent’s cognitive space. This theoretical concept is narrowed down to the problem of coaching a (...) class='Hi'>reinforcement learning agent by means of binary feedback. Algorithms are presented that implement subjective computing. The relational characteristic of subjectivity is further confirmed by a questionnaire on human perception of robot’s behavior. The results imply that subjective intelligence cannot be externally observed. In sum, we conclude that subjective intelligence in relational terms is fully tractable and therefore implementable in artificial agents. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Message to Buddhists for the Feast of Vesakh 2007:Christians and Buddhists: Educating Communities to Live in Harmony and PeacePaul Cardinal Poupard, President and Archbishop Pier Luigi Celata, SecretaryDear Buddhist Friends,1. On the occasion of the festival of Vesakh, I am writing to Buddhist communities in different parts of the world to convey my own good wishes, as well as those of the Pontifical Council for Interreligious Dialogue.2. We, Catholics (...) and Buddhists, enjoy a good relationship and our contacts, collaboration and implementation of diverse programmes have helped to deepen our understanding of each other. Dialogue is the sure path to fruitful interreligious relations. It deepens respect and nurtures the desire to live in harmony with others.3. The Second Vatican Council teaches that the entire human race shares a common origin and a common destiny: God, our Creator and the goal of our earthly pilgrimage. Similarly, Pope Benedict XVI, in his 2007 Message for the World Day of Peace, observed: "As one created in the image of God, each individual human being has the dignity of a person; he or she is not just something, but someone, capable of self-knowledge, self-possession, free self-giving and entering into communion with others" (n. 2).4. Building a community requires concrete gestures which reflect the respect for the dignity of others. Furthermore, as religious people, we are convinced that "there is a moral logic which is built into human life and which makes possible dialogue between individuals and peoples" (ibid, n. 3). Yet, there are people today who still need to learn about others and other people's beliefs in order to overcome prejudices and misunderstandings. This sad reality, if it is to be overcome, demands much effort [End Page 131] on the part of both civic and religious leaders. Even in places where people experience daily the ravages of war, fueled by sentiments of hatred and vengeance, trust can be restored. Together we can help to create the space and the opportunities for people to talk, listen, share regrets and offer forgiveness for each other's past mistakes.5. Education for peace is a responsibility which must be borne by all sectors of society. Of course, this starts in ordinary homes where the family, the fundamental pillar of society, strives to transmit traditional and sound values to children by a deliberate effort to inform their consciences. The younger generations deserve and indeed thrive upon value-based education which reinforces respect, acceptance, compassion and equality. It is important therefore that schools, both government and faith-based, do all possible to support parents in the delicate but satisfying task of raising children to appreciate all that is good and true.6. The media's power to shape minds, especially of the young, cannot be underestimated. While the irresponsible elements within it are increasingly being recognized for what they are, it is also the case that much good can be effected through quality productions and educational programmes. When people working within the media exercise their moral conscience, it is possible to dispel ignorance and impart knowledge, preserve social values, and portray the transcendental dimension of life which arises from the spiritual nature of all people. Religious believers serve society admirably by collaborating in such projects for the common good.7. Ultimately, the aim of true education is to bring the individual to encounter the ultimate purpose of life. This motivates the person to serve broken humanity. Together may we continue to contribute toward peace and harmony in our society and the world. We Catholics join you with our heartfelt greetings as you celebrate this feast and I wish you once again a happy Vesakh. [End Page 132]Paul Cardinal Poupard, President and Archbishop Pier Luigi Celata, SecretaryPontifical Council for Interreligious DialogueCopyright © 2007 The University of Hawai'i Press... (shrink)

This paper presents a GA-based multi-agent reinforce- ment learning bidding approach (GMARLB) for perform- ing multi-agent reinforcement learning. GMARLB inte- grates reinforcement learning, bidding and genetic algo- rithms. The general idea of our multi-agent systems is as follows: There are a number of individual agents in a team, each agent of the team has two modules: Q module and CQ module. Each agent can select actions to be performed at each step, which are done by the Q module. (...) While the CQ module determines at each step whether the agent should continue or relinquish control. Once an agent relinquishes its control, a new agent is selected by bidding algorithms. We applied GA-based GMARLB to the Backgammon game. The experimental results show GMARLB can achieve a su- perior level of performance in game-playing, outperforming PubEval, while the system uses zero built-in knowledge. (shrink)

In lieu of an abstract, here is a brief excerpt of the content:Christopher Norris HOME THOUGHTS FROM ABROAD: DERRIDA, AUSTIN, AND THE OXFORD CONNECTION THERE IS NO philosophical school or tradition that does not carry along with it a background narrative linking up present and past concerns. Most often this selective prehistory entails not only an approving account of ideas that fit in with the current picture but also an effort to repress or marginalize anytíiing that fails so to fit. (...) Bertrand Russell's History Of Western Philosophy is one fairly blatant example of mis strategy at work.1 The story it tells is a Whiggish account of how drinkers managed — against all the odds of metaphysical delusion — to come out at last (with Russell and his peers) on the high plateau oflogical consistency and truth. On the way to this dénouement Russell avails himself ofvarious techniques for pointing up die narrative drift. His coverage takes in all the accredited "major" thinkers, some of whose opinions Russell is hard put to summarize without remarking how nonsensical they appear from a modern (logical) point of view. Elsewhere — as with Leibniz or Kant — he takes the more accommodating line of winnowing out the structures of valid argument and consigning what remains to the history of dead metaphysical abstractions. It is this latter technique that has characterized the approach of analytical philosophers to the history of their discipline. The question is not so much, what did these drinkers mean or knowingly hope to achieve by posing the issues as they did? Rather it is to ask what techniques exist for translating their concerns into an up-to-date idiom based upon certain (mainly linguistic) terms of analytical enquiry. P. F. Strawson's revisionist reading of Kant is probably the best-known example of how such techniques can be used to achieve a distinctively modern understanding of otherwise recalcitrant texts.2 What remains of Kant after this cleaning-up 2 Philosophy and Literature operation is still "metaphysics" of a kind, but relieved of its excess conceptual baggage and couched (as Strawson would claim) in a "descriptive" rather than a "prescriptive" idiom. Thus philosophy comes to terms with its own errant precursors by explaining what they would presumably have said if equipped with die latest analytical tools. The result of such meuiods is to rewrite intellectual history from a standpoint of self-assured logical grasp where present concerns decide what shall count as the relevant or useful aspects ofpast tradition. And the same selective process goes to construct that typecast narrative which treats the "British" and die "Continental" styles of philosophizing as two completely separate, indeed antagonistic lines of descent. Thus it is taken for granted that the two sides are so far apart, with so little in the way of shared methods and assumptions, mat any kind of dialogue is certain to produce mere bafflement or cross-purpose talk. British philosophers with an interest in "Continental" theory feel themselves forced into a marginal role by the highly professionalized ethos that prevails within their discipline. This feeling is only strengthened by their more or less accepting the background mythology that explains how the two "traditions" grew up in a state of hostility often amounting to downright mutual contempt. There are several different versions of this story at present, but they all serve equally to reinforce the sense of incommensurable aims and languages. One (the "ordinary language" version) takes its lead from the later Wittgenstein in arguing that most of the problems that have long vexed philosophers — and continue to vex those "Continental" thinkers — result from dieir use ofa poindess metaphysicaljargon which puts them at odds with the commonsense wisdom of everyday usage. On this account, such thinkers have failed to learn the lesson bequeaüied by a long tradition of misguided speculative thought. They have persisted in errors and delusions of their own creating, hooked on a kind of malign verbal magic — "bewitchment by language," as Wittgenstein described it — which prevents them from seeing the plain sense ofthings. The other exemplary narrative is Uiat which takes not "ordinary language" but logic (or the modern refinements oflogic introduced by philosophers like Frege) as its reference point for deciding which episodes ofprevious or subsequent diought are to... (shrink)

This book explores the implications of knowing our place in the universe and recognising our hybridity. It is a series of self-reflections and essays drawing on many diverse ways of knowing. The book examines the complex ethical challenges of closing the wide gap in living standards between rich and poor people/communities. The notion of an ecological citizen is presented with a focus on protecting current and future generations. The idea is to track the distribution and redistribution of resources in the (...) interests of social and environmental justice. The central argument looks for ways to hold the powerful to account so as to enable virtuous living by the majority to be demonstrated in what the author calls a "planetary passport" - a careful use of resources and a way to provide safe passage to those in need of safe habitat. The book argues that nation states need to find ways to control the super-rich through the governance process and to enhance a sense of shared ecological citizenship and responsibility for biodiversity. The fundamental approach is collaborative research. Planetary Passport: Representation, Accountability and Re-Generation is comprised of six chapters. Chapter 1 begins by making a case for a paradigm shift away from business as usual and the pursuit of profit at the expense of the social and environmental fabric of life. The aim is to explore alternatives and to discuss some ways of achieving wellbeing whilst the focus is on human rights, discrimination and outlining the notion of a planetary passport. Chapter 2 makes a specific link between people and the planet as a basis for understanding the nature of hybridity and interconnectedness and the implications for ethics. Chapter 3 focuses on building this planetary passport for social and environmental justice in order to enable people with complex needs to consider the consequences of either continuing to live the same way as before or making changes to the way that they live. Meanwhile Chapter 4 does the same as the previous chapter, but explores the political context of consumption and short term profit Chapter 5 examines the challenges and opportunities that come from explorations within a cross-cultural learning community. This includes a look at co-creation and co-determination. Finally Chapter 6 ends with a look to the future and a potential new framework for people and the planet through a planetary passport.. (shrink)

We investigate a simple stochastic model of social network formation by the process of reinforcement learning with discounting of the past. In the limit, for any value of the discounting parameter, small, stable cliques are formed. However, the time it takes to reach the limiting state in which cliques have formed is very sensitive to the discounting parameter. Depending on this value, the limiting result may or may not be a good predictor for realistic observation times.

June 2022 A Revolutionary New Metaphysics, Based on Consciousness, and a Call to All Philosophers We are in a unique moment of our history unlike any previous moment ever. Virtually all human economies are based on the destruction of the Earth, and we are now at a place in our history where we can foresee if we continue on as we are, our own extinction. As I write, the planet is in deep trouble, heat, fires, great storms, and record flooding, (...) weather patterns drastic everywhere. Capitalism has been so successful in supplying us with an endless array of consumer items, that we have never noticed there is a cost. But there is a cost, the cost is the very life of the Earth herself, and now the day of reckoning is here. Days of reckoning are most often days of rath. But I am hoping that this is a day of major Awakening over the entire planet. We have caused a crisis so great for the Earth we can hardly get our minds around it. But I am proposing that deeply embedded in the crisis are ideas, about who and what the Earth is, Ourselves, and what we are here for. I am proposing that this is a call to all philosophy and philosophers to rethink ourselves from the ground up. The human race has never gotten the Earth right and now we must, for the Earth is the true foundation for civilization. We are in deep trouble with the Earth, and it owes to the fact that the great male thinkers never got the Earth right, they could never make the connection between the life of mind and the life of the Earth. I am proposing that deeply embedded in the crisis we are in are ideas. And that in fact the planet is in the grip of a false metaphysics, and scientific image of nature that really comes most recently from Descartes. His conviction that matter, and with it the Earth, are simply the weighable, the measurable the extended in space and time, utterly devoid of any inner life of mind thoughts or Consciousness. This view of matter and the Earth goes back to the very dawn of thought, Descartes is just its most recent and comprehensive version of things. This view of matter is really a false metaphysics that dominates most of the modern world and underpins the whole scientific image of nature itself. I am proposing this is a false metaphysics and offering a new version of things based on Consciousness. If there is a single idea fueling and driving the destruction of the planet, it is the conviction that the Earth is something without Consciousness. When you intend to ravage and savage the planet, turn it into consumer items to be converted into money in the bank, first pretend that all of the bright beings in the natural world are devoid of Consciousness, just “things” you do not have to have any conscious about destroying them. I am proposing that this term Consciousness, that has appeared as term and a problem for modern science, is the key to getting ourselves right with the Earth. I propose this new theory for science will ramify into every other disciplines as well, and the ways we think just about everything. This old paradigm based on a false theory of matter, has run its course, it has brought us to the brink of our own extinction. We need new ideas, and we need them now. You will find my recent work in the Scientific God Journal under the title: Consciousness as the Organizing Principle, and a very complete version of my arguments for this term Consciousness, along with radical reinterpretation of modern science itself, on the Galileo Commission site. It is a radical moment for all of the thinkers among us, take this as my small contribution to rethinking ourselves in new terms, based on my understanding that the true basis for the whole of Being, the Universe, the Cosmos, and with them Ourselves, is this term Consciousness. And unpack it. And I predict that with this term Consciousness every intractable human problem in both science and the modern world will go down like a line of dominos before it. And so, here are a few new ideas I would offer you. These are the times of the Reappearance of the Feminine, a great Awakening as of Springtime after a long dark and lonely Winter. We are leaving behind us an old civilization based on male dominance, fear lies and control, now in decay, disease, and death disintegrating all around us. We are moving into a whole new civilization based on Love and Truth. A new civilization requires new basic terms values and first principles. And so, I return to Descartes. 1. Just over 300 years ago a young man travelling with the army found himself stranded in a foreign town in a bare room lit by a candle with nothing to do but think. And in a couple of nights Descartes laid the entire thought foundations for modern science and most of the modern world. It isn’t clear that modern philosophers with their funding sources of grants, their graduate students, their reputation and all the perks and privileges of academia can do any better. Descartes claimed there are just two principles in the Universe, Matter and Mind. God was pure mind; human beings were mind and matter. And we are the only ones on the planet with mind. Everything else all of the bright array of beings who share the planet with us are simply matter. And matter? The weighable the measurable the extended in space and time utterly devoid of any inner life of thoughts, feelings, or Consciousness This classification was a boon for developing science. Scientists did not have to worry about any inner life in nature, ideas or Consciousness, they could just set about weighing and measuring, as they have until the present day. But it was a disaster for the Earth. Earth was once worshiped as a Goddess. With Descartes she became almost overnight “things.” Simply commodities and resources, an endless of supply of consumer items, to be turned into money in the bank. And now Descartes concept of matter is up for us. If there is a single idea that is enabling and driving the destruction of the Earth, it is the conviction that Earth is something without Consciousness. This whole scientific image of nature as something devoid of Consciousness is driving the destruction of the Earth, and driving us all insane, and it needs to change. Ever since Descartes formulated Dualism, scientists and philosophers have been trying to get rid of it. They have done this by attempting to make matter the fundamental term of reality, and to explain mind or Consciousness in terms of matter. And now, Consciousness has emerged as term and a problem for modern science. 2. The prevailing Universe picture has been mainly based on the belief that Consciousness appears only at the end of evolution in ourselves and some of the higher animals when matter attains “a certain state of complexity” and it is produced by neurons in the brain. But Consciousness is nothing real in itself, the neurons are doing the work, Consciousness is simply a byproduct of neural activity. As William James summed up this position, not his: Consciousness is to the brain as a shadow to the runner, it runs beside him but never influences his stride. And so, the great problem of neuroscience: How do neurons produce Consciousness? So far, no one has been able to say how. All we have is parallelism. Two processes are running in parallel a train of neural events and a train of Consciousness events. And so, which one is primary? The face of neuroscience and much of the modern world is that the neural events are what is really real, Consciousness is secondary. The conviction that Consciousness is something produced by neurons is so deeply held and has been so for so long, that it seems like an obvious fact. It is in fact an assumption and a theory, and it could all well be the other way around. The scientific image of nature as something devoid of Consciousness is now up for us. It has enabled the destruction of the Earth, and we are now at a unique place in our own evolution where we can foresee if we continue on as we are, our own extinction. And so, there are the best reasons for rethinking Descartes concepts of matter. Scientists and philosophers have been trying to escape dualism by making matter the fundamental term. And now, this has not worked. In a nutshell: The mind body problem, the “hard problem of Consciousness” ---how do neurons in the brain, atoms and molecules give rise to ideas thoughts and feelings and who what and where is the “I” who sees them? And then, the near-death experience. I remind you of the truth of the near-death experience. The body in the bed is brain dead eeg flat, but the patient, pure Consciousness is hovering at the ceiling watching the doctors work over the body below, able to read dials he could not have seen from the bed, sometimes able to events in the corridor beyond the room, all subsequently confirmed by the doctors. Evidence as good as it gets that the patient really was out of his body. And so, the patient is able to see without eyes, hear without ears and to think and remember without a brain. There is not a single scientific principle that can account for this. And I am proposing that the near-death experience is a threshold and a key for a much deeper understanding of the Universe. These three problems are so hard they cannot be solved by present scientific principles and therefore call all present principles and ways of thought into question. When your axioms cannot account for the data, it is time to drop them and find better fundamental terms. We have not been able to solve the problems of Consciousness with the assumption that matter is the most basic and fundamental term. And so, if Cartesian dualism is to be overcome at all, we need to try it the other way around. 3. We are in the position of Copernicus. Remember Copernicus? He was making his calculations on the assumption that the Earth was the center of the Universe until they became so unwieldy that he decided to try it all the other way around. To make the sun the center, the Earth revolving around it. And lo, all of his data fell neatly into place. I am proposing a whole new Universe picture. Evolution makes us continuous with every other being, Consciousness would not be in us if it were not in them also, and then, in the atoms and molecules and cells that make up living beings. I propose to make Consciousness the most basic term and see what follows. I am in fact, proposing a new Copernican Revolution, that Consciousness is the true basis for the Universe and the right fundamental term, for science itself all other disciplines as well, and the whole of the modern world. And I predict that every intractable problem in science or the modern world, will go down like a line of dominos before it. In a nutshell: Consciousness and not matter is “first and fundamental” in the Universe, it is there from the very “Beginning” everything has it and all of the true causalities, the explanatory principles belong to it. Not to matter. What then is matter? All matter is an Appearance of something much more real, Consciousness. All matter is an expression of Consciousness, even the least little bit of matter contains Consciousness, and is an expression of Consciousness. And so, we revise the scientific image of nature. Science at present is two termed, matter/energy. It needs to become three termed: Matter/energy/Consciousness, with the recognition that all of the basic principles, the true causalities of events, and of the Universe belong to Consciousness. And now physics. To accommodate this new Universe picture physics needs to alter just one term, energy. All energy contains Consciousness, that idea alone will change our world forever. The animals the trees the plants are just as conscious as we are, as is the Earth herself, a continuum of many forms of Consciousness of which our own is one. The Earth consists of interacting and intersecting forms of Consciousness, Consciousness within Consciousness within Consciousness within Consciousness. A remarkable work has just appeared entitled “Beyond Words What Animals Feel and Think.” Describing in detail how like ourselves all of the animals are. And the more we can see how like us everything else really is, the harder it will be for us to do them all in, in the interest of turning them into consumer items. And so, here is a new principle of understanding, that entails completely new forms of explanation, and a whole new Universe picture to be spelled out in terms of Consciousness and its various properties. This is a Universe that is aware awake and Enspirited throughout. And so, there is only one principle, not two. And so, how does Consciousness work? There is “no mind/body problem.” My Consciousness is aligning the Consciousness of neurons in the brain, that aligns the Consciousness of all other cells in the body, that aligns the Consciousness of molecules and atoms themselves. Mainly from the top down, but also interactive, and not reduction to the purely physical forces. 4. And so, here is a radical new Universe picture, and with it a new way to think about the Universe itself, the Earth, Ourselves, and Spirit. It requires a complete revision of both of the terms of modern science itself. The problem of the modern world owes in deep measure to Descartes concept of matter as something devoid of interior life. But he is only the most powerful and simple expression of a whole tradition of thought that predates him, that goes back to the very dawn of thought itself. It owes to the conviction of both Plato and Aristotle that the Earth was something devoid of reason, or mind, and therefore something to be held in complete contempt. We are emerging from a civilization based on contempt for the Earth, and down the road, it will become contempt for the body, sex, women, the Native people, and people of color everywhere. And so, this entire tradition is now up for us, it has brought us to the brink of our own extinction, and we need to get beyond it. I am proposing that this term Consciousness is the way out. The missing piece of the puzzle and the idea whose time has come. And it will enable us to move into a completely new civilization based on respect for the Earth, women, sex, people of color, that honors everyone and has a place for all. Revolutions in science occur when new data show up that cannot be accounted for by existing paradigms (Thomas Kuhns: The Structure of Scientific Revolutions). Consciousness, and all the properties and problems of Consciousness are just such data, and they compel a new scientific revolution. But we are a scientific age. A new Copernican revolution in science is such as revolution everywhere. And Consciousness is the key to getting every other reality at all levels and depths right as well. It will enable us finally to get the Earth right, get ourselves right with the Earth, and with one another. Archimedes: Give me a place to stand, and I will move the world. I am proposing a new synthesis among our fundamental terms in which this term Consciousness is the new lynchpin. And so, I return once more to Descartes. Descartes in the Mediations was a dualist, they were two realities interacting in the pineal gland mind and body. But Descartes age was high on “Cartesianisms,” on Descartes concept of matter. Animals were simply cleverly wired machines (Hobbes called them automata). Rumor had it that Descartes followers went about kicking dogs reasoning that their howls were not due to any feelings of pain, but simply the wiring of the machine. We have been doing this to the Earth ever since, and now the Earth is not going to stand for it any longer. It is time we all woke up. There is no matter in Descartes sense of it, or in Plato and Aristotle’s sense of it. This old concept of matter is embedded in all of the crisis and catastrophes---fires, drought, pandemics, over population, the disintegrating economies, our ways of life, capitalism and consumerism themselves. All matter is Enspirited, contains Consciousness, and is an expression of Consciousness. Now I tell you something about Descartes you may not know. In the Mediations was a dualist, there are minds and bodies. But by the end of his life, he knew the truth. Descartes guided his whole life by these vivid dreams, and toward the end of his life he had this dream: He saw the Universe as a giant machine and in the heart of the machine propelling the whole, was Consciousness. And so, out of the shades and shadows and into the light of day. Here is a renewed and a new science, a new cosmology. And with it, a revolutionary new metaphysics. The whole of the modern world is in the grip of a false metaphysics, based on Descartes theory of matter. Here is a new, and finally true metaphysics based on the single term, Consciousness. 5. And in all my works, I spell out this new metaphysics based on Consciousness, and what it means for how we think about virtually everything: The Universe, the Earth, Ourselves, and Spirit. Of who, what and where Spirit is, that we may connect with Spirit everywhere. There is only one term for the Universe, and not two, this single term Consciousness, that manifests itself in two modes: Consciousness in Form, Consciousness Formless. And so, here is a sketch of what this new term Consciousness really means. For four great aspects of the real, four new cornerstones for a whole new civilization on Earth, based on Love and Truth. A. For the Universe: New causalities, all matter is an expression of Consciousness, awake and aware, Enspirited throughout, which has a place for the causalities of love ideas intent plan and purpose, what Aristotle called final causality, that for the sake of which. And it has a place for subjectivity, the greatest mystery in the whole of the Universe, knowable only in ourselves, but there in everything else as well, bedrock in the chain of causalities. The buck stops here. Here are two very different Universe pictures. The Cartesian Universe consists of things, pushed, and pulled around by the physical forces that function blind. The true Universe consists of selves and not things. Selves at least in ourselves, are organized and focused about an I, an I am, or a sense of self in everything, ever other being dear to itself. Just one aspect of subjectivity. And so, it is Consciousness all the way down, and subjectivity all the way down. Science proceeds on the basis of the negligible of what it can leave out as unimportant. Subjectivity is the ultimate animating principle of the Universe. What Descartes really did was to strip from nature what is most essential about it, its animating principle Consciousness. And so, we come out of a long history of “clunk.” The great male thinkers have killed creation. First in concepts and now in the lived life. And so, after centuries of fruitless search, not all of it in vain, finally, and just in time the true basic principle for the Universe has shown up in virtually all disciplines, this term Consciousness. B. And so, the Earth: What does this term Consciousness really mean for the Earth? It means that all of the bright array of beings around us have Consciousness. And the more we can realize how like us they are, the harder it will be to do them all in. Is this what it really means to be “made in the image of Spirit?” To destroy ever other living being? The god of Genesis is a creator god who has created billions and billions of living forms. Man, taking himself to be made in the image of Spirit has destroyed virtually all of it. The Earth is not things, not commodities and resources, not an endless array of consumer goods. The Earth consists of conscious living spiritual beings like ourselves, who need to be honored and respected, nurtured and cared for, to be Loved. And if the human race can finally pull it off and bring Love here and start helping the Earth rather than destroying her, even our vast numbers now at 8 billion, may not matter. Deeply embedded in the modern world is a false cosmology based on the hitherto useful but ultimately false metaphysics of Descartes. In particular it owes to Descartes concepts of matter, and of the Earth, as something devoid of Consciousness. And now this concept is up for us. If there is a single idea enabling and driving the destruction of the planet, it is the conviction that the Earth is something devoid of Consciousness. And we all have a vested interest in keeping this false concept in place. When you intend to ravage and savage the Earth, to turn it into consumer items, and money in the bank, first pretend she has no Consciousness that way we need not have any conscious about it. We are in deep trouble with the planet. Virtually all human economies are based on the destruction of the Earth, and we are now at a place in our history where we can foresee if we continue on as we are, our own extinction. And so, here are a few new guiding principles for the planet, based on Consciousness. Consciousness has field properties. The Earth is Consciousness throughout, connected and interconnected throughout, intersecting and interacting fields of Consciousness of which our own is one. To harm one is to harm all. Only this understanding of the Earth can set our destructive technologies, and capitalism, their goals, and their limits. The real problem with capitalism, and with civilization itself is it has no true understanding of the Earth, all the exquisite networks and webworks that connect all beings with one another. Nor it is about to admit that the Earth is our “life support system,” reason gone insane in the modern world. We are destroying our life support system, capitalism is the full expression of the human death wish in the modern world, and it needs to change. And now, let the barriers between ourselves and all other beings go down. C. And so, Ourselves. This new Universe picture based on Consciousness opens into and has a place for new concepts of human identity. In particular, it has a place for reincarnation, a process whereby one Consciousness dons’ bodies again and again and lays them down. This is a process wholly impossible on materialistic theories. This new view of things puts a higher perspective on Freudian determinism, which is a partial knowing in a greater account. We are something more than the victims of genes drives and childhood. We are immortally eternal evolving spiritual beings who take on a cycle of earthly lives in order to achieve certain goals and abilities, and then, our earthly cycle complete, we depart the Earth plane for other areas of the Universe physical or purely spiritual, to continue our evolution elsewhere. The scientific evidence for reincarnation is increasing on all sides, see for example the work of Michael Newton, a mainstream scientist forced to confront the fact of reincarnation. A completely new reincarnational picture is now emerging everywhere. We choose our parents for abilities we could acquire through them. We all come here with reasons for being here, and we all have free will, an original property of Consciousness, and we work out our issues accordingly. We all come here with the same reason for being here. It is to experience the Earth plane and human society at all levels and depths, in every social role, every climate, both sexes male and female and in all races. We are all here to acquire a deep understanding of the Earth plane with all its challenges and all of its present problems. We are not here to devour and consume the Earth, but to honor her for the learning experience she makes available for us. And so, reincarnation is the great equalizer, the fundamental basis for any bill of rights. Many of the problems of the modern world owe to the fact that reincarnation has not been taught in the West. Reincarnation was the center piece of Jesus teachings. It was banned by a fourth century council that decided the populous could best be controlled through fear. They edited all mention of reincarnation from the scriptures, and inserted fear terms instead, a judgmental god, and so on. If reincarnation had been taught, there would have been no suppression of women, but the gift of both sexes would have been honored and developed. And there would have been no reason for contempt for people of color because who they are, we have been or will be. There is no reason to look down on anyone when we know that our own identity includes membership in theirs. The truth of reincarnation needs to be the foundation for getting ourselves right with the Earth, and with one another. D. And so, Spirit. This new Universe picture, based on Consciousness, has a place for Spirit as simply Infinite Consciousness. All universes all worlds are formed out of this Consciousness, divine and sacred throughout. And Spirit is everywhere in the Earth and can be connected everywhere. And the Native North American people had things right. Everything has its own Spirit, and without contradiction is also an expression of Spirit. And what I am really doing in terms of concepts of modern science is presenting the Native North American version of the Real. And this new Universe picture has a place for the essential insight of all religions almost smothered by church tradition: Love. Not an emotion but a great Oneness, that can be found everywhere, even in a busy city street. But especially in the Earth, that is levels and depths of Oneness everywhere. And so, for the first time in their long and bitter antagonistic history, science and religion now share a common base with this term Spirit, the lynchpin in a new conceptual framework. And I offer an interpretation of where we are in our history, this present moment of historical grace, and these tumultuous times in which we live, the return of the Goddess and the Divine Feminine, the Reappearance of the Feminine in history, the Advent of Women, this great Awakening, as of Springtime after a long dark Winter, the Awakening, the Second Coming. And so, stay tuned! (shrink)

Animals routinely adapt to changes in the environment in order to survive. Though reinforcement learning may play a role in such adaptation, it is not clear that it is the only mechanism involved, as it is not well suited to producing rapid, relatively immediate changes in strategies in response to environmental changes. This research proposes that counterfactual reasoning might be an additional mechanism that facilitates change detection. An experiment is conducted in which a task state changes over time (...) and the participants had to detect the changes in order to perform well and gain monetary rewards. A cognitive model is constructed that incorporates reinforcement learning with counterfactual reasoning to help quickly adjust the utility of task strategies in response to changes. The results show that the model can accurately explain human data and that counterfactual reasoning is key to reproducing the various effects observed in this change detection paradigm. (shrink)

In this paper, we discuss guidelines for a reward design problem that defines when and what amount of reward should be given to the agent/s, within the context of reinforcement learning approach. We would like to take keepaway soccer as a standard task of the multiagent domain which requires skilled teamwork. The difficulties of designing reward for this task are due to its features as follows: i) since it belongs to the continuing task which has no explicit goal to (...) achieve, it is hard to tell when reward should be given to the agent/s. ii) since it is a multiagent cooperative task, it is hard to decide what is a fair share of reward for each agent's contribution to achieve the goal. Through some experiments, we show that the reward design have a major effect on the agent's behavior, and introduce the successful reward function that makes agents perform keepaway better and more interesting than the conventional one does. Finally, we explore the relationship between `reward design' and `acquired behaviors' from the viewpoint of teamwork. (shrink)

Our proposed cognitive distance learning problem solver generates sequence of actions from initial state to goal states in problem state space. This problem solver learns cognitive distance of arbitrary combination of two states. Action generation at each state is selection of next state that has minimum cognitive distance to the goal, like Q-learning agent. In this paper, first, we show that our proposed method reduces search cost than conventional search method by analytical simulation in spherical (...) class='Hi'>state space. Second, we show that an average search cost is more reduced more the prior learning term is long and our problem solver is familiar to the environment, by a computer simulation in a tile world state space. Third, we showed that proposed problem solver is superior to the reinforcement learning techniques when goal is changed by a computer simulation. Forth, we found that our simulation result consist with psychological experimental results. (shrink)

One of the most challenging tasks when adopting Bayesian networks is the one of learning their structure from data. This task is complicated by the huge search space of possible solutions and by the fact that the problem isNP-hard. Hence, a full enumeration of all the possible solutions is not always feasible and approximations are often required. However, to the best of our knowledge, a quantitative analysis of the performance and characteristics of the different heuristics to solve this problem has (...) never been done before. For this reason, in this work, we provide a detailed comparison of many different state-of-the-art methods for structural learning on simulated data considering both BNs with discrete and continuous variables and with different rates of noise in the data. In particular, we investigate the performance of different widespread scores and algorithmic approaches proposed for the inference and the statistical pitfalls within them. (shrink)