It is common in various quarters of philosophy to derive philosophically significant conclusions from theories of reference. In this paper, we argue that philosophers should give up on such 'arguments from reference.' Intuitions play a central role in establishing theories of reference, and recent cross-cultural work suggests that intuitions about reference vary across cultures and between individuals within a culture (Machery et al. 2004). We argue that accommodating this variation within a theory of reference undermines arguments from reference.

In recent years, there has been a flurry of work on the metaphysics of race. While it is now widely accepted that races do not share robust, bio-behavioral essences, opinions differ over what, if anything, race is. Recent work has been divided between three apparently quite different answers. A variety of theorists argue for racial skepticism, the view that races do not exist at all.[iv] A second group defends racial constructionism, holding that races are in some way socially constructed.[v],[vi] And (...) a third group maintains racial population naturalism, the view that races may exist as biologically salient populations albeit ones that do not have the biologically determined social significance once imputed to them.[vii] The three groups thus seem to disagree fundamentally upon the metaphysical character of race. (shrink)

Among race theorists, the view that race is a social construction is widespread. While the term ‘ social construction’ is sometimes intended to mean merely that race does not constitute a robust, biological natural kind, it often labels the stronger position that race is real, but not a biological kind. For example, Charles Mills writes that, ‘‘the task of those working on race is to put race in quotes, ‘race’, while still insisting that nevertheless, it exists ’’. It is to (...) ‘‘make a plausible social ontology neither essentialist, innate, nor transhistorical, but real enough for all that’’. Racial constructionism, thus conceived, is a metaphysical position that contrasts both with the view that race is an important biological kind and with the more recent claim that race does not exist. The desire for a constructionist metaphysics of race emerges against the background of a cluster of normative disputes, including. (shrink)

Synthesizing situated cognition, reinforcement learning, and hybrid connectionist modeling, a generic cognitive architecture focused on situated involvement and interaction with the world is developed in this book. The architecture notably incorporates the distinction of implicit and explicit processes.

Social constructionism about race is a common view, but there remain questions about what exactly constitutes constructed race. Some hold that our concepts and conceptual practices construct race, and some hold that the causal consequences of these concepts and conceptual practices also play a role. But there is a third option, which is that the causal effects of our concepts and conceptual practices constitute race, but not the concepts and conceptual practices themselves. This paper reconsiders an argument for the reality (...) of race that grows out of the role of racial kinds in social scientific generalizations. It then uses recent work on the correlation of racial attitudes with behaviors to raise questions about the sufficiency, and perhaps also the necessity, of our concepts and conceptual practices in constituting constructed race, thus understood. (shrink)

This book is a definitive reference source for the growing, increasingly more important, and interdisciplinary field of computational cognitive modeling, that is, computational psychology. It combines breadth of coverage with definitive statements by leading scientists in this field. Research in computational cognitive modeling explores the essence of cognition through developing detailed, process-based understanding by specifying computational mechanisms, structures, and processes. Computational models provide both conceptual clarity and precision at the same time. This book substantiates this approach through overviews and many (...) examples. (shrink)

Recent work by Joshua Knobe has established that people are far more likely to describe bad but foreseen side effects as intentionally performed than good but foreseen side effects (this is sometimes called the 'Knobe effect' or the 'side-effect effect.' Edouard Machery has proposed a novel explanation for this asymmetry: it results from construing the bad side effect as a cost that must be incurred to receive a benefit. In this paper, I argue that Machery's 'trade-off hypothesis' is wrong. I (...) do this by reproducing the asymmetry between judgments about good and bad side effects in cases that cannot plausibly be construed as trade-offs. (shrink)

Some psychologists aim to secure a role for psychological explanations in understanding contemporary social disparities, a concern that plays out in debates over the relevance of the Implicit Association Test. Meta-analysts disagree about the predictive validity of the IAT and about the importance of implicit attitudes in explaining racial disparities. Here, I use the IAT to articulate and explore one route to establishing the relevance of psychological attitudes with small effects: an appeal to a process of “accumulation” that aggregates small (...) effects into large harms. After characterizing mechanisms of accumulation and considering some candidate examples, I argue that such mechanisms suggest how a contemporary attitude with small effects could figure in the explanation of large disparities, but they do not vindicate the importance of such an attitude since such mechanisms are typically also determined by competing causes. I close by sketching several strategies for advancing a defense of the relevance of attitudes with small effects. (shrink)

forthcoming in Philosophy Compass [penultimate draft .pdf file] A survey of the contemporary social constructionist landscape.

One influential view is that at least some putatively natural human kinds are actually social constructions, understood as some real kind of thing that is produced or sustained by our social and conceptual practices. Category constructionists share two commitments: they hold that human category terms like “race” and “sex” and “homosexuality” and “perversion” actually refer to constructed categories, and they hold that these categories are widely but mistakenly taken to be natural kinds. But it is far from clear that these (...) two commitments are consistent. The sort of mismatch between belief and underlying nature constructionists’ suppose is often taken to indicate a failure of reference. Reliance on a causal-historical account of reference allows the preservation of reference, but unfortunately, constructionists' appropriation of causal historical accounts of reference is beset by difficulties that do not attend natural kind theorists’ appeals to such accounts. Here, I set out these difficulties, but argue that they can be answered, allowing terms for apparently natural human kinds refer to some sort of social construction about which there is massive error. (shrink)

How can there be so much apparent disagreement about what race is, when there is so much agreement on the facts surrounding race? In this paper, I develop this puzzle and consider several interpretations of work in the philosophy of race to try to answer it, several ways of understanding what the metaphysics of race is doing. I consider and reject the possibility that apparent disagreement is metaphysically substantive, and I also consider and reject the view that apparent disagreement primarily (...) reflects semantic disagreements. Instead, I suggest that apparent first-order disagreement over the existence and character of race is a part of a broader, metalinguistic negotiation or conversation about how racial terms can or ought to be used, and I note a range of considerations—including semantic, pragmatic, epistemic, and ethical—that properly play a role in this discussion. (shrink)

Social “construction,” “constructionism” and “constructivism” are terms in wide use in the humanities and social sciences, and are applied to a diverse range of objects including the emotions, gender, race, sex, homo- and hetero-sexuality, mental illness, technology, quarks, facts, reality, and truth. This sort of terminology plays a number of different roles in different discourses, only some of which are philosophically interesting, and fewer of which admit of a “naturalistic” approach—an approach that treats science as a central and successful (if (...) sometimes fallible) source of knowledge about the world. If there is any core idea of social constructionism, it is that some object or objects are caused or controlled by social or cultural factors rather than natural factors, and if there is any core motivation of such research, it is the aim of showing that such objects are or were under our control: they could be, or might have been, otherwise. (shrink)

Is it wrong to torture prisoners of war for fun? Is it wrong to yank on someone’s hair with no provocation? Is it wrong to push an innocent person in front of a train in order to save five innocent people tied to the tracks? If you are like most people, you answered "yes" to each of these questions. A venerable account of human moral judgment, influential in both philosophy and psychology, holds that these judgments are underpinned by internally represented (...) principles or rules and reasoning about whether particular cases fall under those rules. Recently, this view has come under sustained attack from multiple quarters, and now looks to be in danger of being discarded. In this chapter we consider this evidence, and find that it does not support the elimination of rules from moral psychology. (shrink)

of (from Stanford Encyclopedia of Philosophy) forthcoming in Social Neuroscience. [nearly final draft in .pdf] An empirical investigation of moral judgment in autism.

Race is one of the most common variables in the social sciences, used to draw correlations between racial groups and numerous other important variables such as education, healthcare outcomes, aptitude tests, wealth, employment and so forth. But where concern with race once reflected the view that races were biologically real, many, if not most, contemporary social scientists have abandoned the idea that racial categories demarcate substantial, intrinsic biological differences between people. This, in turn, raises an important question about the significance (...) of race in those social sciences: if there is no biological basis of race, why are racial categories useful to social scientists? More specifically, in virtue of what are racial categories a successful basis of informative, important social scientific generalizations? 2 We’ll call this social science’s race puzzle. (shrink)

Most of the work in agent-based social simulation has assumed highly simplified agent models, with little attention being paid to the details of individual cognition. Here, in an effort to counteract that trend, we substitute a realistic cognitive agent model (CLARION) for the simpler models previously used in an organizational design task. On that basis, an exploration is made of the interaction between the cognitive parameters that govern individual agents, the placement of agents in different organizational structures, and the performance (...) of the organization. It is suggested that the two disciplines, cognitive modeling and social simulation, which have so far been pursued in relative isolation from each other, can be profitably integrated. (shrink)

In this essay, Leonard Waks examines John Dewey's account of listening, drawing on Dewey's writings to establish a direct connection in his work between listening and democracy. Waks devotes the first part of the essay to explaining Dewey's distinction between one-way or straight-line listening and transactional listening-in-conversation, and to demonstrating the close connection between transactional listening and what Dewey called “cooperative friendship.” In the second part of the essay, Waks establishes the further link between Dewey's notions of cooperative friendship (...) and democratic society with particular reference to machine-age technologies of mass communication. He maintains that while these technologies provide the means for extending communications throughout modern industrial nations, they simultaneously undermine the conditions fostering face-to-face listening-in-conversation. It remains an open question, Waks concludes, whether new educational arrangements incorporating interactive digital communication technologies will embody and promote transactional listening-in-conversation and revitalized democratic community. (shrink)

This paper discusses essential motivational representations necessary for a comprehensive computational cognitive architecture. It hypothesizes the need for implicit drive representations, as well as explicit goal representations. Drive representations consist of primary drives — both low-level primary drives (concerned mostly with basic physiological needs) and high-level primary drives (concerned more with social needs), as well as derived (secondary) drives. On the basis of drives, explicit goals may be generated on the fly during an agent’s interaction with various situations. These motivational (...) representations help to make cognitive architectural models more comprehensive and provide deeper explanations of psychological processes. This work represents a step forward in making computational cognitive architectures better reflections of the human mind and all its motivational complexity and intricacy. (shrink)

The article first addresses the importance of cognitive modeling, in terms of its value to cognitive science (as well as other social and behavioral sciences). In particular, it emphasizes the use of cognitive architectures in this undertaking. Based on this approach, the article addresses, in detail, the idea of a multi-level approach that ranges from social to neural levels. In physical sciences, a rigorous set of theories is a hierarchy of descriptions/explanations, in which causal relationships among entities at a high (...) level can be reduced to causal relationships among simpler entities at a more detailed level. We argue that a similar hierarchy makes possible an equally productive approach toward cognitive modeling. The levels of models that we conceive in relation to cognition include, at the highest level, sociological/anthropological models of collective human behavior, behavioral models of individual performance, cognitive models involving detailed mechanisms, representations, and processes, as well as biological/physiological models of neural circuits, brain regions, and other detailed biological processes. (shrink)

It is highly likely that, to achieve full human–machine symbiosis, truly intelligent cognitive systems—human-like —may have to be developed first. Such systems should not only be capable of performing human-like thinking, reasoning, and problem solving, but also be capable of displaying human-like motivation, emotion, and personality. In this opinion article, I will argue that such systems are indeed possible and needed to achieve true and full symbiosis with humans. A computational cognitive architecture is used in this article to illustrate, in (...) a preliminary way, what can be achieved in this regard. It is shown that Clarion involves complex structures, representations, and mechanisms, and is capable of capturing human cognitive performance as well as human motivation, emotion, personality, and other relevant aspects. It is further argued that the cognitive architecture can enable and facilitate true human–machine symbiosis. (shrink)

This paper compares the views of Hegel and Schelling regarding the problem of individuation, i.e. the question of what makes an individual (a) numerically distinct from others and (b) the very individual it is. My focus is on how Hegel approaches this problem in his metaphysics and how that relates to Schelling’s views as articulated in his ‘negative philosophy’. While Hegelians like Robert Stern and Karen Ng are optimistic that Hegel can solve the problem of individuation, I argue that Schelling (...) puts forward an objection that both challenges Hegel’s account and provides a rationale for taking seriously Schelling’s own insistence on a pre-logical dimension of being. (shrink)

Research in computational cognitive modeling investigates the nature of cognition through developing process-based understanding by specifying computational models of mechanisms (including representations) and processes. In this enterprise, a cognitive architecture is a domaingeneric computational cognitive model that may be used for a broad, multiple-level, multipledomain analysis of behavior. It embodies generic descriptions of cognition in computer algorithms and programs. Developing cognitive architectures is a difficult but important task. In this article, discussions of issues and challenges in developing cognitive architectures will (...) be undertaken, and an example cognitive architecture (CLARION) will be described. (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)

The idea that genuinely racial thinking is a modern invention is widespread in the humanities and social sciences. However, it is not always clear exactly what the content of such a conceptual break is supposed to be. One suggestion is that with the scientific revolution emerged a conception of human groups that possessed essences that were thought to explain group-typical features of individuals as well the accumulated products of cultures or civilizations. However, recent work by cognitive and evolutionary psychologists suggests (...) that such essentialism is a product of culturally canalized, domain-specific, and species-typical features of human psychology. This suggests that one common explanation of the content of a break in racial thinking is wrong, and casts some doubt on the thesis that genuinely racial thinking is a culturally and historically local invention. (shrink)

This paper suggests that an ontologically reductionist view of nature which also accepts the completeness of causality at the level of physics can support (1) the blissful transfiguration of the moral, (2) mystical release from standard ego-identification, and (3) psycho-physical transformation cultivated through meditative practice. This mystical naturalism provides the basis for a thicker, more vigorous institutional religious life, including religious life centred around meditation practices, personalist meanings, and the theology of incarnation, than current proposals for strongly naturalist religions allow.

We present a skill learning model CLARION. Different from existing models of high-level skill learning that use a topdown approach (that is, turning declarative knowledge into procedural knowledge), we adopt a bottom-up approach toward low-level skill learning, where procedural knowledge develops first and declarative knowledge develops later. CLAR- ION is formed by integrating connectionist, reinforcement, and symbolic learning methods to perform on-line learning. We compare the model with human data in a minefield navigation task. A match between the model and (...) human data is found in several respects. (shrink)

This paper introduces a hybrid model that unifies connectionist, symbolic, and reinforcement learning into an integrated architecture for bottom-up skill learning in reactive sequential decision tasks. The model is designed for an agent to learn continuously from on-going experience in the world, without the use of preconceived concepts and knowledge. Both procedural skills and high-level knowledge are acquired through an agent’s experience interacting with the world. Computational experiments with the model in two domains are reported.

In the following interview, philosophers Leonard Fleck and Arthur Ward discuss the latter’s recent experience of being a nondirected kidney donor. The interview took place in the Center for Bioethics and Social Justice at Michigan State University.

Extension of the system that includes the key substrates for sensation, perception, emotion, volition, and cognition, and all representational sources for cognition, supports the view that there is an extended mind and an extended body. These intellectual views can be made practical in a humanist system based on extensions and in religious systems based on extensions. Independently, there is also an institutional extension of secularism. Hence, I maintain, there are five principal forms of extension.

In July 2023 a group of philosophers gathered in Lisbon to address the boundaries, crossroads, and deadlocks in philosophy as a way of life (PWL). This short paper, based on my Lisbon talk, addresses all three topics. First, I want to highlight the boundary separating the university from everyday life. I offer a distinction between philosophers as academic professionals – university-based scholars – and philosophers as lovers of wisdom, life-guiding sages offering intelligent instruction concerning problems of living. Academic philosophers typically (...) address fellow scholars and university students. By contrast, philosophical sages have audiences composed largely of non-philosophy professionals, including interested – and often spiritually ill – people from all walks of life. My question is: does academia set a boundary for PWL that excludes philosophers as life-guiding sages as teachers and scholars? And does this boundary create a roadblock in the development of PWL? (shrink)

Computational cognitive models hypothesize internal mental processes of human cognitive activities and express such activities by computer programs Such computational models often consist of many components and aspects Claims are often made that certain aspects of the models play a key role in modeling but such claims are sometimes not well justi ed or explored In this paper we rst review some fundamental distinctions and issues in computational modeling We then discuss in principle systematic ways of identifying the source of (...) power in the models.. (shrink)

Important works in the Dewey corpus — particularly those discussing the theory and practice of art and aesthetic education, prepared from 1896 through 1900 while Dewey was working out the plan for the University's Laboratory School—remain virtually unstudied. When interpreting or building upon Dewey's theory of art and art education, scholars have relied on major works including _Democracy and Education, Experience and Nature_, and _Art as Experience_. The purpose of this paper is to revisit the Lab School works and reinterpret (...) them for contemporary philosophers of education and art educators. (shrink)

This paper addresses the role of disagreement in relation to the goals of metaphysical inquiry. In particular, I will discuss two reactions to Kant’s initial observation that metaphysics does not make any lasting progress: Kant’s own demand for a critical revision of metaphysics and Schelling’s ideas as presented in his 1821 lecture On the Nature of Philosophy as a Science. Kant’s account allows for an appreciation of metaphysical conflict as a necessary precondition for a critically revised system of pure reason. (...) However, he thinks that such a system will ultimately replace all previous ones and thereby make further development of metaphysics obsolete. Although Schelling appropriates Kant’s notion of systematicity, he arrives at a positive evaluation of metaphysical disagreement as an expression of freedom which articulates itself within the history of metaphysics. I argue that Schelling’s view also entails that the history of metaphysics is an ongoing process rather than terminating in an ultimate system or a withdrawal from metaphysical inquiry. Thus, we get to see a) that Kant himself (not just his post-Kantian successors) entertains an account of the essential historicity of reason and b) how Schelling both preserves and transforms the Kantian legacy of a philosophical history of metaphysics. (shrink)

This paper describes how meta-cognitive processes (i.e., the self monitoring and regulating of cognitive processes) may be captured within a cognitive architecture Clarion. Some currently popular cognitive architectures lack sufficiently complex built-in meta-cognitive mechanisms. However, a sufficiently complex meta-cognitive mechanism is important, in that it is an essential part of cognition and without it, human cognition may not function properly. We contend that such a meta-cognitive mechanism should be an integral part of a cognitive architecture. Thus such a mechanism has (...) been developed within the Clarion cognitive architecture. The paper demonstrates how human data of two meta-cognitive experiments are simulated using Clarion. The simulations show that the meta-cognitive processes represented by the experimental data (and beyond) can be adequately captured within the Clarion framework. (shrink)

This paper explores an approach for autonomous generation of symbolic representations from an agent's subsymbolic activities within the agent-environment interaction. The paper describes a psychologically plausible general framework and its various methods for autonomously creating symbolic representations. The symbol generation is accomplished within, and is intrinsic to, a generic and comprehensive cognitive architecture for capturing a wide variety of psychological processes (namely, CLARION). This work points to ways of obtaining more psychologically/cognitively realistic symbolic and subsymbolic representations within the framework of (...) a cognitive architecture, and accentuates the relevance of such an approach to cognitive science and psychology. (shrink)

This paper aims to explore mechanistic and teleological explanations of consciousness. In terms of mechanistic explanations, it critiques various existing views, especially those embodied by existing computational cognitive models. In this regard, the paper argues in favor of the explanation based on the distinction between localist (symbolic) representation and distributed representation (as formulated in the connectionist literature), which reduces the phenomenological difference to a mechanistic difference. Furthermore, to establish a teleological explanation of consciousness, the paper discusses the issue of the (...) functional role of consciousness on the basis of the aforementioned mechanistic explanation. A proposal based on synergistic interaction between the conscious and the unconscious is advanced that encompasses various existing views concerning the functional role of consciousness. This two-step deepening explanation has some empirical support, in the form of a cognitive model and various cognitive data that it captures. © 2001 Elsevier Science B.V. All rights reserved. (shrink)

LA Universal Self reports his phenomenology, according to which, as he puts it, ‘I am the universe’. The Interviewer challenges the report in a variety of ways, and LA Universal Self responds to each challenge. A traditional Universal Self mysticism is given a new physicalist interpretation.

Religious thought often assumes that the principle of physical causal completeness (PCC) is false. But those who explicitly deny or doubt PCC, including William Alston, W. D. Hart, Tim Crane, Paul Moser and David Yandell, Charles Taliaferro, Keith Yandell, Dallas Willard, William Vallicella, Frank Dilley, and, recently, David Chalmers, have ignored not only the explicit but also the implicit grounds for acceptance of PCC. I review the explicit grounds, and extend the hitherto implicit grounds, which together constitute a greater challenge (...) to contemporary religious philosophy than has been realized. Religious philosophers need to find a better way around PCC than has been found, or, if PCC is unavoidable, religious philosophers need to work toward a worldview that both accepts PCC and defends strong forms of religious experience. (shrink)