Deep neural networks (DNNs) have had extraordinary successes in classifying photographic images of objects and are often described as the best models of biological vision. This conclusion is largely based on three sets of findings: (1) DNNs are more accurate than any other model in classifying images taken from various datasets, (2) DNNs do the best job in predicting the pattern of human errors in classifying objects taken from various behavioral datasets, and (3) DNNs do the best job in predicting (...) brain signals in response to images taken from various brain datasets (e.g., single cell responses or fMRI data). However, these behavioral and brain datasets do not test hypotheses regarding what features are contributing to good predictions and we show that the predictions may be mediated by DNNs that share little overlap with biological vision. More problematically, we show that DNNs account for almost no results from psychological research. This contradicts the common claim that DNNs are good, let alone the best, models of human object recognition. We argue that theorists interested in developing biologically plausible models of human vision need to direct their attention to explaining psychological findings. More generally, theorists need to build models that explain the results of experiments that manipulate independent variables designed to test hypotheses rather than compete on making the best predictions. We conclude by briefly summarizing various promising modeling approaches that focus on psychological data. (shrink)

On several key issues we agree with the commentators. Perhaps most importantly, everyone seems to agree that psychology has an important role to play in building better models of human vision, and (most) everyone agrees (including us) that deep neural networks (DNNs) will play an important role in modelling human vision going forward. But there are also disagreements about what models are for, how DNN–human correspondences should be evaluated, the value of alternative modelling approaches, and impact of marketing hype in (...) the literature. In our view, these latter issues are contributing to many unjustified claims regarding DNN–human correspondences in vision and other domains of cognition. We explore all these issues in this response. (shrink)

Environmentally oriented philosophers and educational theorists are now attempting to clarify how the ideas of John Dewey can be used as the basis for changing cultural practices that contribute to the ecological crisis. Although Dewey can be interpreted as a nonanthropocentric thinker and his method of experimental inquiry can be used in eco-management projects, Dewey should not be regarded as an environmental and eco-justice philosopher—and by extension, his followers should not be regarded in this light. (1) Dewey’s emphasis on (...) an experimental mode of inquiry did not take account of the knowledge systems of other cultures—particularly cultures that are more ecologically centered. (2) Dewey’s understanding of language prevented him from recognizing how the root metaphors (meta-cognitive schemata) he took for granted were also the basis, with several exceptions, of the Industrial Revolution. (3) Dewey’s failure to understand the complex nature of tradition, including the different ways in which intergenerational knowledge is shared and renewed, makes it difficult for his followers to address a central eco-justice issue—which is to regenerate within diverse cultural communities the non-commodified forms of knowledge, skills, and relationships that enable individuals and communities to have a smaller ecological footprint. (shrink)

Religion is approached from an African point of view but is as accessible to readers who belong to non-African societies as it is to those who have grown up in ...

Volume 4 of’ “The Early Works” series covers the period of Dewey’s last year and one-half at the University of Michigan and his first half-year at the University of Chicago. In addition to sixteen articles the present volume contains Dewey’s reviews of six books and three articles, verbatim reports of three oral statements made by Dewey, and a full-length book, The Study of Ethics. Like its predecessors in this series, this volume presents a “clear text,” free of interpretive or reference (...) material. Apparatus, including references, corrections, and emendations, is confined to appendix material. Fredson Bowers, the Consulting Textual Editor, has provided an essay on the textual principles and procedures, and Wayne A. R. Leys, Professor of Philosophy at Southern Illinois University, has written an Introduction discussing the relationship between Dewey’s writings of this period and his later work. That Dewey’s scholarship and writing was at an especially high level during 1893 and 1894 may be considered an index to the significance of this two-year period. (shrink)

Implicit memory refers to a change in task performance due to an earlier experience that is not consciously remembered. The topic of implicit memory has been studied from two quite different perspectives for the past 20 years. On the one hand, researchers interested in memory have set out to characterize the memory system underlying implicit memory, and see how they relate to those underlying other forms of memory. The alternative framework has considered implicit memory as a by-product of perceptual, conceptual, (...) or motor systems that learn. That is, on this view the systems that support implicit memory are heavily constrained by pressures other than memory per se. Both approaches have yielded results that have been valuable in helping us to understand the nature of implicit memory, but studied somewhat in isolation and with little collaboration. This volume is unique in explicitly contrasting these approaches, bringing together world class scientists from both camps in an attempt to forge a new approach to understanding one of the most exciting and important issues in psychology and neuroscience. Written for postgraduate students and researchers in cognitive psychology and cognitive neuroscience, this is a book that will have an important influence on the direction that future research in this field takes. (shrink)

ABSTRACT Despite being generally recognised as Camus’ most important philosophical essay, L’Homme révolté is rather neglected in the scholarship and enjoys a limited readership, especially among Anglophone critics and readers – a fact brightly reflected in the questionable quality of the only English translation, by Anthony Bower, and in the decision of Hamish Hamilton and Penguin, Camus’ publishers in the UK, to cut about thirty pages of text from their edition, ‘in the interests of economy.’. This essay examines one brief (...) but crucially important section of L’Homme révolté concerned with Rousseau’s Du contrat social. It explores the centrality of Camus’ analysis of Rousseau’s essay and its influence on the French Revolution to the arguments of L’Homme révolté, especially as these pertain to political or revolutionary violence. It also examines in close detail some striking parallels between Camus’ analysis of Rousseau and that found in essays by Isaiah Berlin and Philip Pettit. (shrink)

Compiled in the second century B.C.E, the _Huainanzi_ clarifies a crucial period in the development of Chinese conceptions of the cosmos, human nature, and the social order. Outlining "all that a modern monarch needs to know," the text emphasizes rigorous self-cultivation and mental discipline, attributing successful rule to a balance of broad knowledge, diligent application, and penetrating wisdom. In 2010, the editors of this volume completed the first complete English-language translation of the _Huainanzi_, opening exciting new pathways in the study (...) of philosophy, Asian studies, political science, and Asian literature. This abridgement contains essential selections from each of the _Huainanzi_'s twenty-one chapters and adds a new introduction and chapter descriptions. The text represents a remarkable synthesis of Daoist classics, such as the _Laozi_ and the _Zhuangzi_; works associated with the Confucian tradition, such as the _Changes_, the _Odes_, and the _Documents_; and a range of other foundational philosophical and literary works, from the _Mozi_ to the _Hanfeizi_. The abridgement preserves the _Huainanzi_'s special rhetorical features, such as its parallel prose, verse, and unique compositional techniques. For decades, Western scholars overlooked the _Huainanzi'_s sophisticated structure, creative content, and rich historical value, yet all that changed with the translation of the full text. Designed for classroom use and general readers, _The Essential Huainanzi_ continues to increase awareness of this brilliant work and change our understanding of early Chinese history. (shrink)

Compiled by scholars at the court of Liu An, king of Huainan, in the second century B.C.E, _The Huainanzi_ is a tightly organized, sophisticated articulation of Western Han philosophy and statecraft. Outlining "all that a modern monarch needs to know," the text emphasizes rigorous self-cultivation and mental discipline, brilliantly synthesizing for readers past and present the full spectrum of early Chinese thought. _The Huainanzi_ locates the key to successful rule in a balance of broad knowledge, diligent application, and the penetrating (...) wisdom of a sage. It is a unique and creative synthesis of Daoist classics, such as the _Laozi_ and the _Zhuangzi_; works associated with the Confucian tradition, such as the _Changes_, the _Odes_, and the _Documents_; and a wide range of other foundational philosophical and literary texts from the _Mozi_ to the _Hanfeizi_. The product of twelve years of scholarship, this remarkable translation preserves _The Huainanzi_'s special rhetorical features, such as parallel prose and verse, and showcases a compositional technique that conveys the work's powerful philosophical appeal. This path-breaking volume will have a transformative impact on the field of early Chinese intellectual history and will be of great interest to scholars and students alike. (shrink)

In this book, John Dryzek criticizes the dominance of instrumental rationality and objectivism in political institutions and public policy and in the practice of political science. He argues that the reliance on these kinds of politics and to technocracies of expert cultures that are not only repressive, but surprisingly ill-equipped for dealing with complex social problems. Drawing on critical theory, he outlines an alternative program for the organization of political institutions advocating a form of communicatively rational democracy, which he (...) terms discursive democracy, that stresses the importance of active citizenship and public discourse. He draws out the limitations of instrumental rationality and investigates how policy analysis and political science may be reformed to help constitute and comprehend democracy. Discursive Democracy examines how the political process can be made more vital and meaningful. At the same time it shows how such an invigorated process will serve as a more effective agent for social problem solving. (shrink)

This article argues that Bowers and Paternoster’s emphasis on a moral community marks an important step towards a more ethical and effective approach to anti-doping. However, it also argues that the authors’ proposed strategies undermine their stated goal of effectively engaging athletes as partners in anti-doping efforts and raise ethical concerns. Their proposed emphasis on exploiting shaming as a punishment and their general view of athletes as adversaries fosters mistrust between athletes and those who enforce the anti-doping rules. Instead, (...) this article describes a model for empowering athletes as stakeholders in anti-doping policy as a means to provide anti-doping rules with increased moral legitimacy among athletes. (shrink)

Deliberative democracy puts communication and talk at the centre of democracy. Foundations and Frontiers of Deliberative Governance takes a fresh look at the foundations of the field, and develops new applications in areas ranging from citizen participation to the democratization of authoritarian states to the global system.

Deliberative democracy puts communication and talk at the centre of democracy. Foundations and Frontiers of Deliberative Governance takes a fresh look at the foundations of the field, and develops new applications in areas ranging from citizen participation to the democratization of authoritarian states to the global system.

Written in debate format, this book covers developing fields such as social cognition, as well as classic areas such as memory, learning, perception and categorization. The links between emotion and memory, learning, perception, categorization, social judgements, and behavior are addressed.

This is a book about how politics, government - and much else - needs to change in response to the transition from the Holocene to the Anthropocene, the emerging epoch of human-induced instability in the Earth system and its life-support capacities.

Contending discourses underlie many of the worlds most intractable conflicts, producing misery and violence. This is especially true in the post-9/11 world. However, contending discourses can also open the way to greater dialogue in global civil society and across states and international organizations. This possibility holds even for the most murderous sorts of conflicts in deeply divided societies. In this timely and original book, John Dryzek examines major contemporary conflicts in terms of clashing discourses. Topics covered include the alleged (...) clash of civilizations; societies divided by ethnicity, nationality, or religion; economic globalization versus resistance; plus an in-depth discussion of the 'war on terror'. Dryzek concludes by highlighting the limitations of current neoconservative and cosmopolitan approaches, arguing that only deliberative global politics offers unprecedented new possibilities for democratic engagement in the international system. This book will be of interest to students and scholars of international relations, politics, philosophy, and sociology. (shrink)

Democratic theorists often place deliberative innovations such as citizen's panels, consensus conferences, planning cells, and deliberative polls at the center of their hopes for deliberative democratization. In light of experience to date, the authors chart the ways in which such mini-publics may have an impact in the “macro” world of politics. Impact may come in the form of actually making policy, being taken up in the policy process, informing public debates, market-testing of proposals, legitimation of public policies, building confidence and (...) constituencies for policies, popular oversight, and resisting co-option. Exposing problems and failures is all too easy. The authors highlight cases of success on each of these dimensions. (shrink)

For contemporary democratic theorists, democracy is largely a matter of deliberation. But the recent rise of deliberative democracy (in practice as well as theory) coincided with ever more prominent identity politics, sometimes in murderous form in deeply divided societies. This essay considers how deliberative democracy can process the toughest issues concerning mutually contradictory assertions of identity. After considering the alternative answers provided by agonists and consociational democrats, the author makes the case for a power-sharing state with attenuated sovereignty and a (...) more engaged deliberative politics in a public sphere that is semidetached from the state and situated transnationally. (shrink)

Developments in the democratic theory of representation and deliberation enable renewed consideration of the ancient controversy over the proper place of rhetoric in politics. Rhetoric facilitates the making and hearing of representation claims spanning subjects and audiences divided in their commitments and dispositions. Deliberative democracy requires a deliberative system with multiple components whose linkage often needs rhetoric. Appreciation of these aspects of democracy exposes the limitations of categorical tests for the admissibility of particular sorts of rhetoric. Prioritization of bridging over (...) bonding rhetoric is a step in the right direction, while sometimes producing misleading results. A better systemic test asks whether or not rhetoric promotes an effective deliberative system linking competent and reflective actors. (shrink)

The theory of deliberative democracy is here furthered in terms of three images that locate its essence in respectively a single forum, a deliberative system, and an encompassing polity featuring particular integrative norms. The first two are ubiquitous, though contested, the third is stated here. Deliberative theorists need to contemplate how practices that make sense in each image connect to the other two. Forums only make sense when linked in a system that can synthesize very different deliberative virtues. Any system’s (...) democratic qualities can only be evaluated in terms of the polity. While judgment in terms of the conditions of normative integration in the polity is therefore primary, particular forums can promote deliberative authenticity in a system, and systems enable inclusive application of deliberative ideals. Deployed in this way, the three images help solve internal disputes and respond to critics. (shrink)

"--Joel Cracraft, American Museum of Natural History "This is not the potted history that one usually finds in texts and review articles.

The idea that technologies can change moral beliefs and practices is an old one. But how, exactly, does this happen? This paper builds on an emerging field of inquiry by developing a synoptic taxonomy of the mechanisms of techno-moral change. It argues that technology affects moral beliefs and practices in three main domains: decisional (how we make morally loaded decisions), relational (how we relate to others) and perceptual (how we perceive situations). It argues that across these three domains there are (...) six primary mechanisms of techno-moral change: (i) adding options; (ii) changing decision-making costs; (iii) enabling new relationships; (iv) changing the burdens and expectations within relationships; (v) changing the balance of power in relationships; and (vi) changing perception (information, mental models and metaphors). The paper also discusses the layered, interactive and second-order effects of these mechanisms. (shrink)

The central dogma of biology holds that genetic information normally flows from DNA to RNA to protein. As a consequence it has been generally assumed that genes generally code for proteins, and that proteins fulfil not only most structural and catalytic but also most regulatory functions, in all cells, from microbes to mammals. However, the latter may not be the case in complex organisms. A number of startling observations about the extent of non-protein-coding RNA (ncRNA) transcription in the higher eukaryotes (...) and the range of genetic and epigenetic phenomena that are RNA-directed suggests that the traditional view of the structure of genetic regulatory systems in animals and plants may be incorrect. ncRNA dominates the genomic output of the higher organisms and has been shown to control chromosome architecture, mRNA turnover and the developmental timing of protein expression, and may also regulate transcription and alternative splicing. This paper re-examines the available evidence and suggests a new framework for considering and understanding the genomic programming of biological complexity, autopoletic development and phenotypic variation. BioEssays 25:930-939,2003. (C) 2003 Wiley Periodicals, Inc. (shrink)

In Amartya Sen’s The Idea of Justice, democracy is necessary for the reconciliation of plural justice claims. Sen’s treatment of democracy is however incomplete and inadequate: democracy is under-specified, there are unrecognized difficulties in any context featuring deep moral disagreement or deep division and a conceptualization of public reason in the singular erodes his pluralism. These faults undermine Sen’s account of justice. Developments in the theory of deliberative democracy can be deployed to remedy these deficiencies. This deployment points to a (...) deliberative system encompassing those affected by collective decisions, with places for non-partisan forums and discursive representatives, conditionally open to multiple forms of communication, and geared to the production of workable agreements under normative and discursive meta-consensus. Democracy does not guarantee justice, but in a plural world it is essential to the pursuit of justice. (shrink)

Exclusively instrumental notions of rationality not only reinforce attitudes conducive to the destruction of the natural world, but also undermine attempts to construct environmental ethics that involve more harmonious relationships between humans and nature. Deep ecologists and other ecological critics of instrumental rationality generally prefer some kind of spiritual orientation to nature. In this paper I argue against both instrumental rationalists and ecological spiritualists in favor of a communicative rationality which encompasses the natural world. I draw upon both critical theory (...) and recent scientific intimations of agency in nature. (shrink)

Exclusively instrumental notions of rationality not only reinforce attitudes conducive to the destruction of the natural world, but also undermine attempts to construct environmental ethics that involve more harmonious relationships between humans and nature. Deep ecologists and other ecological critics of instrumental rationality generally prefer some kind of spiritual orientation to nature. In this paper I argue against both instrumental rationalists and ecological spiritualists in favor of a communicative rationality which encompasses the natural world. I draw upon both critical theory (...) and recent scientific intimations of agency in nature. (shrink)

Ideas about the presence, absence, and growth of democracy in global politics take different forms. After surveying the basic justifications for global democracy, three frames for making sense of the significance of particular developments and proposals are canvassed. “Soup” involves the proliferation of democratic practices, though the consequences of this proliferation for the overall shape of international politics remain open. “Society” stresses the democratization of processes that affect constitutive norms and discourses. “System” identifies differentiated yet ordered parts, geared to the (...) production of collective outcomes. The soup framing is undemanding yet limited. System provides a way to pinpoint democratic deficiencies and possibilities, but its requirements can be highly demanding, and it leaves open the question of normative integration. Understanding global democratization requires both society and system framings. (shrink)

Recent interpretations of Michel Foucault's work have leaned heavily on a reading that can be traced back to the 'vital ist/mechanist' debate in the philosophy of science from earlier in this century. Friends (Gilles Deleuze) and enemies (Jürgen Habermas) both read Foucault as a kind of vitalist, championing repressed and unrealized life-forces against a burdensome facticity. This reading of Foucault, however, comes with a prohibitively high cost: the giving up of Foucault's most trenchant insights regarding the nature of power. In (...) fact, Foucault has a quite different relation to the history and philosophy of science than the one ascribed to him by critics. Key Words: Bergson • Canguilhem • Foucault • opposition • vitalism. (shrink)