We give an overview of some remarkable connections between symmetric informationally complete measurements and algebraic number theory, in particular, a connection with Hilbert’s 12th problem. The paper is meant to be intelligible to a physicist who has no prior knowledge of either Galois theory or algebraic number theory.

1 Cognitive Architectures 2 Multilayer Perceptrons 3 Relations between Variables 4 Structured Representations 5 Individuals 6 Where does the Machinery of Symbol Manipulation Come From? 7 Conclusions.

Two leaders in the field offer a compelling analysis of the current state of the art and reveal the steps we must take to achieve a truly robust artificial intelligence. Despite the hype surrounding AI, creating an intelligence that rivals or exceeds human levels is far more complicated than we have been led to believe. Professors Gary Marcus and Ernest Davis have spent their careers at the forefront of AI research and have witnessed some of the greatest milestones (...) in the field, but they argue that a computer beating a human in Jeopardy! does not signal that we are on the doorstep of fully autonomous cars or superintelligent machines. The achievements in the field thus far have occurred in closed systems with fixed sets of rules, and these approaches are too narrow to achieve genuine intelligence. The real world, in contrast, is wildly complex and open-ended. How can we bridge this gap? What will the consequences be when we do? Taking inspiration from the human mind, Marcus and Davis explain what we need to advance AI to the next level, and suggest that if we are wise along the way, we won't need to worry about a future of machine overlords. If we focus on endowing machines with common sense and deep understanding, rather than simply focusing on statistical analysis and gatherine ever larger collections of data, we will be able to create an AI we can trust--in our homes, our cars, and our doctors' offices. Rebooting AI provides a lucid, clear-eyed assessment of the current science and offers an inspiring vision of how a new generation of AI can make our lives better. (shrink)

Cognitive scientists must understand not just what the mind does, but how it does what it does. In this paper, I consider four aspects of cognitive architecture: how the mind develops, the extent to which it is or is not modular, the extent to which it is or is not optimal, and the extent to which it should or should not be considered a symbol‐manipulating device (as opposed to, say, an eliminative connectionist network). In each case, I argue that insights (...) from developmental and evolutionary biology can lead to substantive and important compromises in historically vexed debates. (shrink)

The apparent very close similarity between the learning of the past tense by Adam and the Plunkett and Marchman model is exaggerated by several misleading comparisons--including arbitrary, unexplained changes in how graphs were plotted. The model's development differs from Adam's in three important ways: Children show a U-shaped sequence of development which does not depend on abrupt changes in input; U-shaped development in the simulation occurs only after an abrupt change in training regimen. Children overregularize vowel-change verbs more than no-change (...) verbs; the simulation overregularizes vowel-change verbs less often than no-change verbs. Children, including Adam, overregularize more than they irregularize; the simulation overregularized less than it irregularized. Interestingly, the RM model--widely criticized as being inadequate--does somewhat better, correctly overregularizing vowel-change verbs more often than no-change verbs, and overregularizing more often than it irregularizes. Although Plunkett and Marchman's (1993) state of the art model incorporated hidden layers and back-propagation, used a more realistic phonological coding scheme, and explored a broader range of parameters than Rumelhart and McClelland's model, their results are farther from psychological reality. It is unknown whether any connectionist model can mimic a child's performance without resorting to unrealistic exogenous changes in the training or input, but it is clear that adding a hidden-layer and back-propagation does not ensure a solution. (shrink)

Is the human tendency toward musicality better thought of as the product of a specific, evolved instinct or an acquired skill? Developmental and evolutionary arguments are considered, along with issues of domain‐specificity. The article also considers the question of why humans might be consistently and intensely drawn to music if musicality is not in fact the product of a specifically evolved instinct.

Ethics consultation is a commonly applied mechanism to address clinical ethical dilemmas. However, there is little information on the viewpoints of health care providers towards the relevance of ethics committees and appropriate application of ethics consultation in clinical practice. We sought to use qualitative methodology to evaluate free-text responses to a case-based survey to identify thematically the views of health care professionals towards the role of ethics committees in resolving clinical ethical dilemmas. Using an iterative and reflexive model we identified (...) themes that health care providers support a role for ethics committees and hospitals in resolving clinical ethical dilemmas, that the role should be one of mediation, rather than prescription, but that ultimately legal exposure was dispositive compared to ethical theory. The identified theme of legal fears suggests that the mediation role of ethics committees is viewed by health care professionals primarily as a practical means to avoid more worrisome medico-legal conflict. (shrink)

Rogers & McClelland's (R&M's) précis represents an important effort to address key issues in concepts and categorization, but few of the simulations deliver what is promised. We argue that the models are seriously underconstrained, importantly incomplete, and psychologically implausible; more broadly, R&M dwell too heavily on the apparent successes without comparable concern for limitations already noted in the literature.

Some spoken words are iconic, exhibiting a resemblance between form and meaning. We used native speaker ratings to assess the iconicity of 3001 English words, analyzing their iconicity in relation to part-of-speech differences and differences between the sensory domain they relate to. First, we replicated previous findings showing that onomatopoeia and interjections were highest in iconicity, followed by verbs and adjectives, and then nouns and grammatical words. We further show that words with meanings related to the senses are more iconic (...) than words with abstract meanings. Moreover, iconicity is not distributed equally across sensory modalities: Auditory and tactile words tend to be more iconic than words denoting concepts related to taste, smell and sight. Last, we examined the relationship between iconicity and systematicity. We find that iconicity in English words is more strongly related to sensory meanings than systematicity. Altogether, our results shed light on the extent and distribution of iconicity in modern English. (shrink)

Some spoken words are iconic, exhibiting a resemblance between form and meaning. We used native speaker ratings to assess the iconicity of 3001 English words, analyzing their iconicity in relation to part-of-speech differences and differences between the sensory domain they relate to. First, we replicated previous findings showing that onomatopoeia and interjections were highest in iconicity, followed by verbs and adjectives, and then nouns and grammatical words. We further show that words with meanings related to the senses are more iconic (...) than words with abstract meanings. Moreover, iconicity is not distributed equally across sensory modalities: Auditory and tactile words tend to be more iconic than words denoting concepts related to taste, smell and sight. Last, we examined the relationship between iconicity and systematicity. We find that iconicity in English words is more strongly related to sensory meanings than systematicity. Altogether, our results shed light on the extent and distribution of iconicity in modern English. (shrink)

We find the theory of neural reuse to be highly plausible, and suggest that human individual differences provide an additional line of argument in its favor, focusing on the well-replicated finding of in which individual differences are highly correlated across domains. We also suggest that the theory of neural reuse may be an important contributor to the phenomenon of positive manifold itself.

This chapter examines an apparent tension created by recent research on neurological development and genetics on the one hand and cognitive development on the other. It considers what it might mean for intrinsic signals to guide the initial establishment of functional architecture. It argues that an understanding of the mechanisms by which the body develops can inform our understanding of the mechanisms by which the brain develops. It cites the view of developmental neurobiologists Fukuchi-Shimogori and Grove, that the patterning of (...) the part of the brain responsible for our higher functions is coordinated by the same basic mechanisms and signaling protein families used to generate patterning in other embryonic organs. Thus, what's good enough for the body, is good enough for the brain. (shrink)

Connectionist networks excel at extracting statistical regularities but have trouble extracting higher-order relationships. Clark & Thornton suggest that a solution to this problem might come from Elman, but I argue that the success of Elman's single recurrent network is illusory, and show that it cannot in fact represent abstract relationships that can be generalized to novel instances, undermining Clark & Thornton 's key arguments.

The mere fact that a particular aspect of mind could offer an adaptive advantage is not enough to show that that property was in fact shaped by that adaptive advantage. Although it is possible that the tendency towards positive illusion is an evolved misbelief, it it also possible that positive illusions could be a by-product of a broader, flawed cognitive mechanism that itself was shaped by accidents of evolutionary inertia.

Criteria that aim to dichotomize cognition into rules and similarity are destined to fail because rules and similarity are not in genuine conflict. It is possible for a given cognitive domain to exploit rules without similarity, similarity without rules, or both (rules and similarity) at the same time.

This commentary discusses the logic of inferring modularity or the lack of modularity from observed patterns of developmental disorders.

In lieu of an abstract, here is a brief excerpt of the content:Reviewed by:Coleridge, Schiller, and Aesthetic EducationGary PetersColeridge, Schiller, and Aesthetic Education, by Michael John Kooy. New York: Palgrave, 2002, 241 pp.Who reads Friedrich Schiller today? With the Aesthetic Education of Man struggling to remain in print in the English-speaking world (at least in the UK, from where I am writing this) it would seem fewer and fewer readers are prepared to engage with (or be educated by) this once (...) influential aestheticization of the world; and as for Marcuse on Schiller, or the young(er) Frederic Jameson on Schiller and Marcuse, they, too, seem to be speaking from another era, an ancient time when the humanist utopian promise could still be taken seriously. Promises are made to be broken, of course, especially the promesse de bonheur, but are we right to feel betrayed by the assorted Schillerians who so passionately raised our hopes, only to fall silent when they were so comprehensively dashed? Perhaps betrayal is putting it too strongly, but the fact remains that we seem to have ended up with a notion of aesthetic education that educates nobody, not even those within art education who need it more than most. But then perhaps the whole notion of aesthetic education as a promise is itself fundamentally flawed, the product of a political reading—the politicization of the aestheticization of the world—that casts the lessons of the aesthetic into the future rather than engaging with the event of the artwork as it erupts in a "now," which is aporetic in the extreme, and thus ill-equipped [End Page 119] to radicalize the unradic1al mind or mobilize the immobile.Clearly, Michael John Kooy reads Schiller today, but, having said that, it is never made entirely clear who he is writing for. Indeed, we may ask, does he have much of an audience at all or is he speaking too long and too late into the vacuum left by the collapse of humanist optimism? His own position is an interesting one, as both a literary theorist and a philosopher; one of the real strengths of the book is Kooy's pursuit of philosophical ideas in the body of Schiller's and Coleridge's dramatic and poetic work, often to good effect, but, to ask the question again, who is listening? Philosophers? Writers? Professional academics or the nonacademic audience that one would assume was always the intended beneficiary of the concept of aesthetic education?To attempt to think around some of these questions, without necessarily trying to answer them, we might start by considering who the philosophical audience for this book might be. My guess is that the philosophy of education, the subgenre of philosophy that might benefit from an aesthetic education itself, will be largely deaf to the message running through these pages. Long dominated by an ethical, religious, and liberal political agenda, the philosophy of education in its hegemonic Anglo-American guise has never made much room for the aesthetic, particularly in its "continental" radical incarnation—far too woolly, idealist, utopian, far too "arty." So, not much of an outlet here, but, having said that, the recent Anglo-American fascination with the very "continental" notion of Bildung might prove to be a fruitful point of contact, and Kooy does devote some useful pages and a substantial epilogue to a discussion of this thorny subject. There is a problem here, however, in that while Kooy is excellent when thinking through the dissonance between the teleological purposiveness of Schiller's and Coleridge's conceptions of universal history, so important to their notion of aesthetic education as a cultural model, and the very different self-substantiating autonomy of Bildung, he is much less engaged with the more fundamental pedagogical issues that arise within the particularity of the teaching encounter: How is the necessary autonomy of aesthetic education to be taught without thereby jeopardizing that very autonomy? It is at this point that a philosophical audience (one engaged in continental philosophy, that is) might have expected a more thorough account of the deeply problematical relationship between the Schillerian notion of aesthetic education and the aesthetics to be found in Kant's Critique of Judgement, its acknowledged source. This is not... (shrink)

Introduction: the use and abuse of Thomas Paine in the transatlantic world / Sam Edwards and Marcus Morris -- Part I. The image and idea(s) of Paine: origins, use and reuse -- The image of Tom: Paine in print and portraiture / W.A. Speck -- "I am made to say what I never wrote": deism, spiritualism and ventriloquizing Paine, c.1790s-1850s / Patrick W. Hughes -- All Paine: the American mind and the creation of the League of Nations and the (...) U.N. / Michael Holm -- The distortion of Thomas Paine's philosophy of government / Gary Berton -- Part II. Discovering and using Paine's radicalism -- "Revolutions are the order of the day": Atlantic fragments of Thomas Paine, c.1819-1832 / Matteo Battistini -- Posthumous Paine in the United Kingdom, 1809-1832: Jacobin or loyalist cult? / Matthew Roberts -- "The neglect of Paine seems particularly strange at the present political juncture": explaining British socialists' relationship to Paine, c. 1884-1914 / Marcus Morris -- Citizens of the world: Paine and the political prisoners transported to Australia / Tony Moore -- Part III. Remembering and remaking Paine -- Common sense on the Lower East Side: Thomas Paine and the era of immigration, c.1900-1950 / Louis Mazzari -- "A monument in every city?": Thomas Paine in memoriam / Theodore Marotta -- "He came from America didn't he?": the Thetford Statue controversy and the problem of Paine in transatlantic memory, c.1909-1970 / Sam Edwards -- Afterword: the struggle for Paine's memory and the making of American democracy / Harvey J. Kaye. (shrink)

Gary Marcus has written a very interesting book about mental development from a nativist perspective. For the general readership at which the book is largely aimed, it will be interesting because of its many informative examples of the development of cognitive structures and because of its illuminating explanations of ways in which genes can contribute to these developmental processes. However, the book is also interesting from a theoretical point of view. Marcus tries to make nativism compatible with (...) the central arguments that anti-nativists use to attack nativism and with many recent discoveries about genetic activity and brain development. In so doing, he reconfigures the nativist position to a considerable extent. (shrink)

During the seventeenth century the major cognitive faculties--sense, imagination, memory, and understanding or intellect--became the central focus of argument in metaphysics and epistemology to an extent not seen before. The theory of the intellect, long an important auxiliary to metaphysics, became the focus of metaphysical dispute, especially over the scope and powers of the intellect and the existence of a `pure' intellect. Rationalist metaphysicians such as Descartes, Spinoza, and Malebranche claimed that intellectual knowledge, gained independently of the senses, provides the (...) framework for constructing a new theory of nature. Other writers, including Hobbes and the early Gassendi, denied the existence of a distinct intellectual faculty, and so challenged the metaphysicians' abilities directly to perceive the essences of substances. The theory of the senses, which had long been a part of philosophical discussion, took on a new urgency, for adherents of the new corpuscularian philosophy needed to replace the dominant Aristotelian theory of real sensory qualities and sensible species. The revival of skepticism and a renewed interest in method also brought the faculties into prominence, for skeptical challenges typically were directed toward the faculties of sense and understanding, and the theory of method was conceived as providing instructions for the proper use of one's cognitive equipment. The theory of the faculties, then, is an important key to theories of knowledge in the seventeenth century. Indeed, rather than speaking of seventeenth century epistemology, it would be less anachronistic and more informative to speak of theories of cognition. The familiar (and over-stated) point that epistemology became fundamental to metaphysics during that century can then be restated as the point that the theory of faculties became central in metaphysical dispute. (shrink)

Philosophy in Minutes distils 200 of the most important philosophical ideas into easily digestible, bite-sized sections. The core information for every topic - including debates such as the role of philosophy in science and religion, key thinkers from Aristotle to Marx, and introductions to morality and ethics - is explained in straightforward language, using illustrations to make the concepts easy to understand and remember. Whether you are perplexed by existentialism or pondering the notion of free will, this accessible small-format book (...) will help any reader to quickly grasp the basics of this highly nuanced subject. Chapters include: Truth and logic, Marxism, Communism and Socialism, Ontology, Philosophy and literature, Existence of God, Feminist theory, Consciousness, The future of philosophy. (shrink)

Since the 1970s Gary Watson has published a series of brilliant and highly influential essays on human action, examining such questions as: in what ways are we free and not free, rational and irrational, responsible or not for what we do? Moral philosophers and philosophers of action will welcome this collection, representing one of the most important bodies of work in the field.

Descartes' Meditations is one of the most widely read philosophical texts and has marked the beginning of what we now consider as modern philosophy. It is the first text that most students of philosophy are introduced to and this Guidebook will be an indispensable introduction to what is undeniably one of the most important texts in the history of philosophy. Gary Hatfield offers a clear and concise introduction to Descartes' background, a careful reading of the Meditations and a methodological (...) investigation of its main themes. As with all the Guidebooks, this is an exemplary companion to any reading of the Meditations. (Note: This edition has been superseded by Gary Hatfield (2014), The Routledge Guidebook to Descartes' Meditations.). (shrink)

Gary Steiner argues that ethologists and philosophers in the analytic and continental traditions have largely failed to advance an adequate explanation of animal behavior. Critically engaging the positions of Marc Hauser, Daniel Dennett, Donald Davidson, John Searle, Martin Heidegger, and Hans-Georg Gadamer, among others, Steiner shows how the Western philosophical tradition has forced animals into human experiential categories in order to make sense of their cognitive abilities and moral status and how desperately we need a new approach to animal (...) rights. Steiner rejects the traditional assumption that a lack of formal rationality confers an inferior moral status on animals vis-à-vis human beings. Instead, he offers an associationist view of animal cognition in which animals grasp and adapt to their environments without employing concepts or intentionality. Steiner challenges the standard assumption of liberal individualism according to which humans have no obligations of justice toward animals. Instead, he advocates a "cosmic holism" that attributes a moral status to animals equivalent to that of people. Arguing for a relationship of justice between humans and nature, Steiner emphasizes our kinship with animals and the fundamental moral obligations entailed by this kinship. (shrink)

In _Animals and the Limits of Postmodernism_, Gary Steiner illuminates postmodernism's inability to produce viable ethical and political principles. Ethics requires notions of self, agency, and value that are not available to postmodernists. Thus, much of what is published under the rubric of postmodernist theory lacks a proper basis for a systematic engagement with ethics. Steiner demonstrates this through a provocative critique of postmodernist approaches to the moral status of animals, set against the background of a broader indictment of (...) postmodernism's failure to establish clear principles for action. He revisits the ideas of Derrida, Foucault, Nietzsche, and Heidegger, together with recent work by their American interpreters, and shows that the basic terms of postmodern thought are incompatible with definitive claims about the moral status of animals--as well as humans. Steiner also identifies the failures of liberal humanist thought in regards to this same moral dilemma, and he encourages a rethinking of humanist ideas in a way that avoids the anthropocentric limitations of traditional humanist thought. Drawing on the achievements of the Stoics and Kant, he builds on his earlier ideas of cosmic holism and non-anthropocentric cosmopolitanism to arrive at a more concrete foundation for animal rights. (shrink)

Quick, accessible, compact guide to understanding key political concepts. Contents include: Liberty, Justice, Equality, Human rights, Social contract, Democracy, Monarchy, Anarchism, Capitalism, Socialism, Nationalism and Globalisation.

The late 20th century saw a remarkable flourishing of philosophy in France. The work of French philosophers is wide ranging, historically informed, often reaching out beyond the boundaries of philosophy; they are public intellectuals, taken seriously as contributors to debates outside the academy. Gary Gutting tells the story of the development of a distinctively French philosophy in the last four decades of the 20th century. His aim is to arrive at an account of what it was to 'do philosophy' (...) in France, what this sort of philosophizing was able to achieve, and how it differs from the analytic philosophy dominant in Anglophone countries. -/- His initial focus is on the three most important philosophers who came to prominence in the 1960s: Michel Foucault, Gilles Deleuze, and Jacques Derrida. He sets out the educational and cultural context of their work, as a basis for a detailed treatment of how they formulated and began to carry out their philosophical projects in the 1960s and 1970s. He gives a fresh assessment of their responses to the key influences of Hegel and Heidegger, and the fraught relationship of the new generation to their father-figure Sartre. He concludes that Foucault, Derrida, and Deleuze can all be seen as developing their fundamental philosophical stances out of distinctive readings of Nietzsche. The second part of the book considers topics and philosophers that became prominent in the 1980s and 1990s, such as the revival of ethics in Levinas, Derrida, and Foucault, the return to phenomenology and its use to revive religious experience as a philosophical topic, and Alain Badiou's new ontology of the event. Finally Gutting brings to the fore the meta-philosophical theme of the book, that French philosophy since the 1960s has been primarily concerned with thinking the impossible. (shrink)

The struggle against liberalism in the totalitarian view of the state.--The concept of essence.--The affirmative character of culture.--Philosophy and critical theory.--On hedonism.--Industrialization and capitalism in the work of Max Weber.--Love mystified; a critique of Norman O. Brown and a reply to Herbert Marcuse by Norman O. Brown.--Aggressiveness in advanced industrial society.

This book treats modal logic as a theory, with several subtheories, such as completeness theory, correspondence theory, duality theory and transfer theory and is intended as a course in modal logic for students who have had prior contact with modal logic and who wish to study it more deeply. It presupposes training in mathematical or logic. Very little specific knowledge is presupposed, most results which are needed are proved in this book.