Broadening access to both computational and educational resources is crit- ical to diffusing machine learning (ML) innovation. However, today, most ML resources and experts are siloed in a few countries and organizations. In this article, we describe our pedagogical approach to increasing access to applied ML through a massive open online course (MOOC) on Tiny Machine Learning (TinyML). We suggest that TinyML, applied ML on resource-constrained embedded devices, is an attractive means to widen access because TinyML leverages low-cost and globally (...) accessible hardware and encourages the development of complete, self-contained applications, from data collection to deployment. To this end, a collaboration between academia and industry produced a four part MOOC that provides application-oriented instruction on how to develop solutions using TinyML. The series is openly available on the edX MOOC platform, has no prerequisites beyond basic programming, and is designed for global learners from a variety of backgrounds. It introduces real-world applications, ML algorithms, data-set engineering, and the ethi- cal considerations of these technologies through hands-on programming and deployment of TinyML applications in both the cloud and on their own microcontrollers. To facili- tate continued learning, community building, and collaboration beyond the courses, we launched a standalone website, a forum, a chat, and an optional course-project com- petition. We also open-sourced the course materials, hoping they will inspire the next generation of ML practitioners and educators and further broaden access to cutting-edge ML technologies. (shrink)

Down Girl is a broad, original, and far ranging analysis of what misogyny really is, how it works, its purpose, and how to fight it. The philosopher Kate Manne argues that modern society's failure to recognize women's full humanity and autonomy is not actually the problem. She argues instead that it is women's manifestations of human capacities -- autonomy, agency, political engagement -- is what engenders misogynist hostility.

Historical injustice and global inequality are basic problems embedded in territorial rights. In Global Justice and Territory Cara Nine advances a general theory of territorial rights adapting a theoretical framework from natural law theory to ground all territorial claims.

Cooperation, meaning collaboration between people who assist each other to achieve common goals, is argued to be one of Jesus’ major normative themes. This proposal has not previously been made in Christian ethics. Jesus’ emphasis on cooperation occurs within His major undertaking, His practice of obedience to God. Outlined initially is the meaning of cooperation that aims for mutual help and partnership with others in a friendly, trusting and harmonious alliance. Following that, Jesus’ teachings relating to cooperation are assessed, as (...) interpreted by Biblical exegetes. These teachings include the Golden Rule, Jesus’ admonitions for forgiveness, the need for generosity, required relations between His disciples, and Jesus’ healings. In the penultimate section, objections to the extension of Jesus’ teachings on cooperation in the modern world are found to be unpersuasive. (shrink)

When people seek to overcome discrimination in employment they often appeal to the principle that ‘one should be hired on the basis of qualifications alone’. But do we know what the principle means? And would applying it solve the problems of discrimination in employment? We may take the claim to mean that certain aspects of a person such as her race, religion and attractiveness that are thought to be irrelevant to almost all jobs should not be considered in employment decisions. (...) But in this we would be mistaken. This paper argues that the concept of ‘qualification’, far from being purely descriptive, is morally loaded and a function of an employer’s choices and purposes. As a result, appealing to the principle alone cannot prevent discrimination for issues of discrimination in employment are embedded in the ethical issues of ownership, management and the social responsibilities of a business. (shrink)

A familiar story about phenomenal knowledge likens it to indexical knowledge, i.e. knowledge about oneself typically expressed with sentences containing indexicals or demonstratives. The popularity of this sort of story owes in part to its promise of resolving some longstanding puzzles about phenomenal knowledge. One such puzzle arises from the compelling arguments that we can have full objective knowledge of the world while lacking some phenomenal knowledge. I argue that the widespread optimism about the indexical account on this score is (...) unwarranted. (shrink)

In this paper, I take issue with the familiar view that the problem of the essential indexical is a merely technical problem, which can be solved through a straightforward revision of the familiar model of belief content. (The familiar model just says that the content of belief is a proposition.) I do not object to these technical fixes, but I think they leave some questions unanswered. Specifically, they deny us an attractive account of what it is for different people to (...) completely agree on their conception of what the world is like, according to which complete agreement consists in having beliefs with the same propositional content, but they do not give us anything to replace it with. Here, I consider whether we can say anything general about the relation between my beliefs and your beliefs (including, of course, our indexical beliefs), when you and I completely agree about what the world is like. (shrink)

Drinking water is an important health behavior to support overall child health. Research indicates that children are consuming too little water and too many sugary drinks. Overconsumption of sugary drinks increases child risk for the epidemics of obesity and diet-related chronic diseases like type-II diabetes, stroke, and heart disease. Increasing access to appealing, low-cost drinking water in schools and childcare where children spend much of their time supports efforts to reduce sugary drink consumption. Drinking water infrastructure is key to water (...) access in childcare and schools. In 2012-2013, almost one-third of permanent U.S. school buildings had plumbing systems in fair or poor condition, and almost 40 percent had major renovations or repairs planned.3 Basic plumbing standards for new construction and major renovations or repairs are contained in state and local plumbing codes, and many of these codes are derived from model codes established by private organizations. This article describes the model code process and intervention points where the public health community can work to improve plumbing standards in school buildings and childcare centers. (shrink)

Predictive genetic testing is now routinely offered to asymptomatic adults at risk for genetic disease. However, testing of minors at risk for adult-onset conditions, where no treatment or preventive intervention exists, has evoked greater controversy and inspired a debate spanning two decades. This review aims to provide a detailed longitudinal analysis and concludes by examining the debate's current status and prospects for the future. Fifty-three relevant theoretical papers published between 1990 and December 2010 were identified, and interpretative content analysis was (...) employed to catalogue discrete arguments within these papers. Novel conclusions were drawn from this review. While the debate's first voices were raised in opposition of testing and their arguments have retained currency over many years, arguments in favour of testing, which appeared sporadically at first, have gained momentum more recently. Most arguments on both sides are testable empirical claims, so far untested, rather than abstract ethical or philosophical positions. The dispute, therein, lies not so much in whether minors should be permitted to access predictive genetic testing but whether these empirical claims on the relative benefits or harms of testing should be assessed. (shrink)

In Sharing Territories, Cara Nine defends a river model of territorial rights. On a river model, groups are assumed to be interdependent and overlapping. Drawing on natural law philosophy, Nine's theory argues for the establishment of foundational territories around geographical areas like rivers.

Competition is pervasive in modern society, affecting work, education, and recreation. The question arises whether competition is consistent with scriptural teaching. The context for this enquiry is that Christians today disagree among themselves about whether Scripture has any normative content relating to competition. Some view competition as incompatible with Scripture, while for others it is compatible. On the basis of a given definition of competition, Christian contributions to the debate in the last decade are reviewed. Only six inputs were discovered, (...) with five arguing that Scripture takes no normative position toward competition. Most of this article is taken up with evaluating their cases that are found to be unpersuasive. A sixth paper claims that Scripture is incompatible with competition, examined in the penultimate section. From reviewing the six contributions to the debate, the conclusion is that that Scripture does not have a favorable attitude toward competition. (shrink)

Large language models (LLMs) such as ChatGPT or Google’s Bard have shown significant performance on a variety of text-based tasks, such as summarization, translation, and even the generation of new...

Ecological refugees are expected to make up an increasing percentage of overall refugees in the coming decades as predicted climate change related disasters will displace millions of people. In this essay, I focus on those rights ecological refugees may claim on the basis of collective self-determination. To this end, I will focus on a few specific cases that I call cases of ‘ecological refugee states’. Tuvalu, the Maldives, and to a certain extent, Bangladesh are predicted to be ecological refugee states (...) in the near future. These are states whose entire (or close to it) geographical territory is predicted to be lost to rising sea levels; the collective body of the people will itself become an ecological refugee.The question is: what may the people of an ecological refugee state legitimately claim on the basis of their right to self-determination? Should we redraw state borders to accommodate a New Tuvalu? I argue that a plausible position regarding territorial rights is that when (1) a people clearly is (or recently was) self-determining and has a legitimate claim to continue to be self-determining, and (2) the self-determination of a people is existentially threatened because the people lacks territorial rights, that (3) the people becomes a candidate for sovereign over a new territory. The result is that existing state borders may need to change to accommodate something like a New Tuvalu. To generate these results on behalf of ecological refugee states, I examine the principles of the system of territorial states. Because the system of territorial states is a system of exclusive rights over goods, especially land, it is possible that it is subject to the conditions of a Lockean proviso mechanism. This paper is dedicated mainly to adapting a version of the Lockean proviso for use in territorial rights theory. (shrink)

This is the story of a class of painters, puppeteers, puppy trainers, poets, and so much more. It is the story of how a community of first- and second-grade students, wonderful parents and colleagues, and a very wise principal helped me to teach so that each child could pursue a broad range of passions. It is a story about how my students, in recognizing one another’s passions, created a community where everyone, including the teacher, was celebrated.It is a story that (...) I tell with a joy tinged with sadness. The joy comes from my fondness for the memory as well as a conviction that my teaching that year created an experience that honored my students. The sadness comes from the fact that I tell this story from the.. (shrink)

In this paper, I critically examine an important premise in theories of global distributive justice that, despite its widespread influence, has remained largely unexamined. This is the claim that state borders are morally arbitrary with respect to a just distribution of goods. I examine two common arguments for this claim, the argument that state borders are historically unjust and therefore morally arbitrary; and the argument first made by Charles Beitz that the conditions of a fair, hypothetical social contract would not (...) include knowledge of one's location with respect to the distribution of natural resources between state borders. I argue that there are good reasons to reject both arguments. Beitz's immense contribution to international justice can be gauged by the fact that it is difficult to find a contemporary work on global justice that does not reference his arguments in Political Theory and International Relations . Although some authors find Beitz's cosmopolitan theory objectionable, no author has, to my knowledge, criticized Beitz's pivotal arguments that our placement in the distribution of natural resources is morally arbitrary. The aim of this paper is to do just that. (shrink)

Communicable diseases, especially those that are readily contagious, are on the rise as evidenced by the emergence of viruses like severe acute respiratory syndrome, the global resurgence of resistant forms of ancient mycobacteria such as extensively drug resistant tuberculosis, and the 2009 swine flu outbreak in Mexico. Moreover, each of us, no matter who we are or where we live, is just as likely to transmit contagious diseases to others as we are to contract such diseases from others. As cogently (...) described in the title of a recent book by Margaret Battin et al., we are all potential “victims and vectors.”Just as contagious diseases are readily passed person to person, so too can they readily be passed across local and national boundaries. We therefore all have a stake in the development of effective infectious disease control policies on a national scale, with “effective” being the operative term: regulations and statutes that are neither enforceable nor likely to be complied with may do more harm than good. (shrink)

Objective Standards of care regarding obstetric management of life-threatening anomalies are not defined. It is hypothesised that physicians' management of these pregnancies is variable and influenced by demographic factors. Design A questionnaire was mailed to members of the Society of Maternal–Fetal Medicine with valid US addresses assessing obstetric management of both ‘uniformly lethal’ (eg, anencephaly, renal agenesis) and ‘uniformly severe, commonly lethal’ (eg, trisomy 13 and 18) anomalies. Respondents were asked to answer as if not limited by state/institutional restrictions. Fisher's (...) exact or χ2 tests were used as appropriate and correction made for multiple comparisons in analyses that were not prespecified. Results The response rate was 36% (732/2038). Nearly 100% of respondents discuss termination for both uniformly and commonly lethal anomalies. In continuing pregnancies, with patient request for obstetric non-intervention 99% of providers would comply for either uniformly or commonly lethal anomalies. The majority ‘encourage’ such management, but some were non-directive or discouraged this management. In continuing pregnancies, with patient request for full obstetric intervention the majority of respondents was willing to comply for both uniformly (71%) and commonly (82%) lethal anomalies. While most practitioners ‘discouraged’ full intervention, some were non-directive or encouraged this management. Demographics and severity of anomaly influenced counselling. Conclusion Discrepancies exist regarding the management of life-threatening fetal anomalies. Patients may be offered different options based on practitioner demographics. The majority of physicians comply with patient wishes. Differences were noted when comparing the management of lethal with that of severe commonly lethal anomalies, suggesting that practitioners make a distinction when counselling patients. (shrink)

Over the last fifteen years, an ambitious explanatory framework has been proposed to unify explanations across biology and cognitive science. Active inference, whose most famous tenet is the free energy principle, has inspired excitement and confusion in equal measure. Here, we lay the ground for proper critical analysis of active inference, in three ways. First, we give simplified versions of its core mathematical models. Second, we outline the historical development of active inference and its relationship to other theoretical approaches. Third, (...) we describe three different kinds of claim -- labelled mathematical, empirical and general -- routinely made by proponents of the framework, and suggest dialectical links between them. Overall, we aim to increase philosophical understanding of active inference so that it may be more readily evaluated. -/- This the final submitted version of the Introduction to the Topical Collection "The Free Energy Principle: From Biology to Cognition", forthcoming in Biology & Philosophy. (shrink)

The Russellian approach to the semantics of attitude ascriptions faces a problem in explaining the robust speaker intuitions that it does not predict. A familiar response to the problem is to claim that utterances of attitude ascriptions may differ in their Gricean conversational implicatures. I argue that the appeal to Grice is ad hoc. First, we find that speakers do not typically judge an utterance false merely because it implicates something false. The apparent cancellability of the putative implicatures is irrelevant, (...) since cancellability does not indicate conversational implicature. Finally, the appeal assumes, implausibly, that ordinary speakers generally subscribe to a particular philosophical theory about belief. (shrink)

This essay defends a strong right against displacement as part of a basic individual right to secure access to one’s home. The analysis is purposefully situated within the difficult context of climate change adaptation policies. Under increasing environmental pressures, especially regarding water security, there are weighty reasons motivating the forced displacement of persons—to safeguard water resources or prevent water-related disasters. Even in these pressing circumstances, I argue, individuals have weighty rights to secure access to their homes. I explain how the (...) home provides a functional context for conditions of autonomous agency. Being coerced from the home disrupts and subverts the conditions necessary for autonomous processes. I conclude by suggesting that the right to the home could be a foundational element of territorial rights. (shrink)

Cara Nine on how to decide where borders should be drawn.

Since we explain behavior by ascribing intentional states to the agent, many philosophers have assumed that some guiding principle of folk psychology like [Intentional States and Actions] must be true. [Intentional States and Actions]: If A and B are different actions, then the agents performing them must differ in their intentional states at the time they are performed. Recent results in the physiology of vision present a prima facie problem for this principle. These results show that some visual information that (...) guides spatial manipulation and fine motor control is unavailable for verbal report. Plausibly, this information is not consciously available to the agent, and as such, not available to inform the content of intentional states. Thus, it is hard to see how every difference in action is subject to intentional explanation, as [Intentional States and Actions] requires. I articulate the prima facie problem and argue that the most plausible solution requires us to reject [Intentional States and Actions]. (shrink)

Philosophers and educators come together to address contemporary issues in education.

In ‘What’s Wrong with Colonialism,’ Lea Ypi argues that the wrong of colonialism can be expressed as procedural wrongs, not as wronging territorial rights. On her view, colonial practices went wrong in two ways: they forced residents into political associations, and the terms of the political association were not established through equal and reciprocal negotiations. I argue that because Ypi’s account successfully side-lines all but essential claims to territory, her theory ends up being vulnerable to an objection it means to (...) avoid. Historical residents may be subject to unequal treatment under newly formed political associations because their historical patterns of land use are not considered to have any independent moral weight. My analysis does not rely on any appeal to property or territorial rights. Instead, I appeal to pre-existing obligations holding between residents. (shrink)

Internalists about reasons following Bernard Williams claim that an agent’s normative reasons for action are constrained in some interesting way by her desires or motivations. In this paper, I offer a new argument for such a position—although one that resonates, I believe, with certain key elements of Williams’ original view. I initially draw on P.F. Strawson’s famous distinction between the interpersonal and the objective stances that we can take to other people, from the second-person point of view. I suggest that (...) we should accept Strawson’s contention that the activity of reasoning with someone about what she ought to do naturally belongs to the interpersonal mode of interaction. I also suggest that reasons for an agent to perform some action are considerations which would be apt to be cited in favor of that action, within an idealized version of this advisory social practice. I then go on to argue that one would take leave of the interpersonal stance towards someone—thus crossing the line, so to speak—in suggesting that she do something one knows she wouldn’t want to do, even following an exhaustive attempt to hash it out with her. An internalist necessity constraint on reasons is defended on this basis. (shrink)

Recent advances in medical and information technologies, the availability of new types of medical data, the requirement of increasing numbers of study participants, as well as difficulties in recruitment and retention, all present serious problems for traditional models of specific and informed consent to medical research. However, these advances also enable novel ways to securely share and analyse data. This paper introduces one of these advances—blockchain technologies—and argues that they can be used to share medical data in a secure and (...) auditable fashion. In addition, some aspects of consent and data collection, as well as data access management and analysis, can be automated using blockchain-based smart contracts. This paper demonstrates how blockchain technologies can be used to further all three of the bioethical principles underlying consent requirements: the autonomy of patients, by giving them much greater control over their data; beneficence, by greatly facilitating medical research efficiency and by reducing biases and opportunities for errors; and justice, by enabling patients with rare or under-researched conditions to pseudonymously aggregate their data for analysis. Finally, we coin and describe the novel concept of prosent, by which we mean the blockchain-enabled ability of all stakeholders in the research process to pseudonymously and proactively consent to data release or exchange under specific conditions, such as trial completion. (shrink)

Some time ago, John Perry argued that the content of an indexical belief, that is, a belief expressible with a sentence containing an indexical or demonstrative, cannot be a proposition. I consider several of his arguments for this view, and show that they can be extended to show that belief expressible with other non-indexical expressions such as natural kind terms and proper names presents the very same problem for the traditional picture. I then suggest that if indexical belief has any (...) special status, this is not because it has a special kind of content, but rather because action is impossible if agents do not have indexical belief. (shrink)

Hutto and Myin claim that teleosemantics cannot account for mental content. In their view, teleosemantics accounts for a poorer kind of relation between cognitive states and the world but lacks the theoretical tools to account for a richer kind. We show that their objection imposes two criteria on theories of content: a truth-evaluable criterion and an intensionality criterion. For the objection to go through, teleosemantics must be subject to both these criteria and must fail to satisfy them. We argue that (...) teleosemantics meets the truth-evaluable criterion and is not required to meet the intensionality criterion. We conclude that Hutto and Myin’s objection fails. (shrink)

This article examines theories of ocean rights based on the works of Hugo Grotius and Samuel von Pufendorf. Grotius's object‐centred view uses features of the natural world to justify claims to external objects. I show that Grotius's view is inadequate, because it relies on an outdated claim that oceanic resources are sufficiently abundant for anybody to use. Further, adaptations of his view are wanting, because they either rely on arbitrary distinctions or disregard the values of cultural minorities. Pufendorf's relational view (...) constructs rights through the exercise of human will. While Pufendorf believes that agreements create rights, he also argues that property rights can be unilaterally acquired from the commons without express consent from others. The relational view is a viable alternative to the object‐centred view, because it both delimits territorial claims over the ocean to a ‘modest’ size and also respects cultural variability. A major aim of this article is to present Pufendorf's theory of territorial rights extended over oceans and to demonstrate how it is useful for assessing contemporary disputes. In the final sections, I apply the relational view to Canadian claims to the Northwest Passage, and I also sketch implications for assessing expanding claims to the seabed. (shrink)

In November 2022, OpenAI released ChatGPT, an incredibly sophisticated chatbot. Its capability is astonishing: as well as conversing with human interlocutors, it can answer questions about history, explain almost anything you might think to ask it, and write poetry. This level of achievement has provoked interest in questions about whether a chatbot might have something similar to human intelligence or even consciousness. Given that the function of a chatbot is to process linguistic input and produce linguistic output, we consider the (...) question whether a sophisticated chatbot might have inner speech. That is: Might it talk to itself, internally? We explored this via a conversation with ‘Playground’, a chatbot which is very similar to ChatGPT but more flexible in certain respects. We asked it questions which, plausibly, can only be answered if one first produces some inner speech. Here, we present our findings and discuss their philosophical significance. (shrink)

This essay is written in two parts. The first is a commentary on the affective politics of philosophy as a discipline. The theme here is philosophy’s reverence problem, an affective bond to the teacher and the text, which is threatened or even injured by feminist philosophy. Feminist philosophy emerges as disruptive irreverence in the midst of the discipline, and injured reverence becomes a powerful prereflective motivation for resistance to feminist thought. The second part of the essay is an exploration of (...) the field of inquiry called feminist phenomenology. Is feminist phenomenology simply phenomenology from another point of view, that of the embodied female subject? Is it conducted, in other words, in a space beyond politics and power where the difference of this subject discloses values and meanings that have not yet been thematized in phenomenological inquiry, but which phenomenology is already competent to pursue? Or does feminist phenomenology disrupt or transform phenomenological practice as we traditionally understand it? In this paper, I claim that phenomenology must be critical in order to be feminist, that it must disrupt phenomenological practice rather than simply “applying” it to a new object, “woman.” In the work of Simone de Beauvoir we find a different phenomenological practice that feminists can count as a positive inheritance. The real difference of feminist phenomenology, however, only emerges in the practice itself. In order to capture something about this difference I take the phenomenon of shame as a case study, and compare three recent phenomenological accounts of shame. (shrink)

Section I explores and articulates Beccaria's theory of luxury. Social classes tend to emulate the classes immediately above and below them. When a class increases the luxury that it consumes, this causes a chain reaction of increased demand for luxury by other classes. Satisfying the resulting new demand for luxury and non-luxury goods maximizes the happiness of a greater number of citizens. Following the consequentialist principle of utility theory, Beccaria concludes that luxury is beneficial. His writings are compared to those (...) of Hume, Bentham and others. In section II Beccaria's demonstration that freedom of choice is a universally desired luxury indispensable for well-being in all human societies is contrasted to Rousseau's belief that luxury diminishes liberty and happiness. Beccaria values the distributive more than the aggregative maximization of utility in his analysis of luxury; the article explains why this carries wider implications for utilitarian theory. (shrink)

There are three lines of argument in defence of coercive treatment of patients with mental disorders: arguments regarding (1) societal interests to protect others, (2) the patients' own health interests, and (3) patient autonomy. In this paper, we analyse these arguments in relation to an idealized case, where a person with a mental disorder claims not to want medical treatment for religious reasons. We also discuss who should decide what in situations where patients with mental disorders deny treatment on seemingly (...) rational grounds.We conclude that, in principle, coercive treatment cannot be defended for the sake of protecting others. While coercive actions can be acceptable in order to protect close family and others, medical treatment is not justified for such reasons but should be given only in the interest of patients. Coercive treatment may be required in order to promote the patient's health interests, but health interests have to waive if they go against the autonomous interests of the patient. We argue that non-autonomous patients can have reasons, rooted in their deeply-set values, to renounce compulsory institutional treatment, and that such reasons should be respected unless it can be assumed that their new predicaments have caused them to change their views. (shrink)