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)

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)

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.

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)

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.

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.

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)

The main thesis of Kluge is that the human mind is an evolutionary kluge. As Gary Marcus informs us, the term was popularized by Jackson Granholm's 1962 article ‘How to Design a Kludge’ where it was defined as ‘an ill-assorted collection of poorly matching parts, forming a distressing whole’. A kluge may be clumsy and inelegant but, surprisingly, it works. And the mind, according to Marcus, is ‘[t]he most fantastic kluge of them all’. Unlike the view of (...) the human mind that is advanced here, Kluge itself is not a kluge. It is clear, smooth, well-organized, well paced and well written; it can comfortably be read in a few sittings. Unlike a kluge, the parts match well, the collection is not ill-assorted, the whole is not particularly distressing – and, as I will argue, logically speaking it does not work. (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)

Gary Ebbs shows that this appearance is illusory.

I argue for an alternative to Quine’s conception of observation sentences, one that better satisfies the roles Quine envisages for them, and that otherwise respects Quinean constraints. After reviewing a certain predicament Quine got into in balancing the needs of the intersubjectivity of observation sentences with his notion of the stimulus meaning of an observation sentence, I push for replacing the latter with what I call the ‘stimulus field’ of an observation sentence, a notion that remains ‘proximate’ but is shared (...) between different language users. Throughout, I emphasize the epistemological role of observation sentences. (shrink)

Jean-Paul Sartre is an undisputed giant of twentieth-century philosophy. His intellectual writings popularizing existentialism combined with his creative and artistic flair have made him a legend of French thought. His tumultuous personal life - so inextricably bound up with his philosophical thinking - is a fascinating tale of love and lust, drug abuse, high profile fallings-out and political and cultural rebellion. This substantial and meticulously researched biography is accessible, fast-paced, often amusing and at times deeply moving. Existentialism and Excess covers (...) all the main events of Sartre's remarkable seventy-five-year life from his early years as a precocious brat devouring his grandfather's library, through his time as a brilliant student in Paris, his wilderness years as a provincial teacher-writer experimenting with mescaline, his World War II adventures as a POW and member of the resistance, his post-war politicization, his immense amphetamine fueled feats of writing productivity, his harem of women, his many travels and his final decline into blindness and old age. Along the way there are countless intriguing anecdotes, some amusing, some tragic, some controversial: his loathing of crustaceans and his belief that he was being pursued by a giant lobster, his escape from a POW camp, the bombing of his apartment, his influence on the May 1968 uprising and his many love affairs. Cox deftly moves from these episodes to discussing his intellectual development, his famous feuds with Aron, Camus, and Merleau-Ponty, his encounters with other giant figures of his day: Roosevelt, Hemingway, Heidegger, John Huston, Mao, Castro, Che Guevara, Khrushchev and Tito, and, above all, his long, complex and creative relationship with Simone de Beauvoir. Existentialism and Excess also gives serious consideration to Sartre's ideas and many philosophical works, novels, stories, plays and biographies, revealing their intimate connection with his personal life. Cox has written an entertaining, thought-provoking and compulsive book, much like the man himself. (shrink)

This book is about a twenty- to forty- year life journey. It recounts ten randomly selected personal quotes, saved in a cookie jar, and creates a life-learning narrative using the origin of the quote. Each story evolves by looking back at the signposts and hints of wisdom sprinkled along the author's life path. Many of these evens whispered subtle quotes of wisdom to his conscience. It was up to the author to make sense of them or proceed on life's path, (...) having missed an opportunity to obtain wisdom. All of us are on a similar journey cluttered with obstacles of the human condition. It is the author's desire that this little book of hope and inspiration will serve as a torchlight to illuminate the way on the reader's journey toward a more joyful life -- one filled with knowledge, truth, and wisdom. (shrink)

Moral emotions are evolved mechanisms that function in part to optimize social relationships. We discuss two moral emotions— disgust and the “cuteness response”—which modulate social-engagement motives in opposite directions, changing the degree to which the eliciting entity is imbued with mental states (i.e., mentalized). Disgust-inducing entities are hypo-mentalized (i.e., dehumanized); cute entities are hyper-mentalized (i.e., “humanized”). This view of cuteness—which challenges the prevailing view that cuteness is a releaser of parental instincts (Lorenz, 1950/1971)—explains (a) the broad range of affiliative behaviors (...) elicited by cuteness, (b) the marketing of cuteness to children (by toy makers and animators) to elicit play, and (c) the apparent ease and frequency with which cute things are anthropomorphized. (shrink)

I argue for the moral relevance of a category of individuals I characterize as far-persons. Following Gary Varner, I distinguish near-persons, animals with a " robust autonoetic consciousness " but lacking an adult human's " biographical sense of self, " from the merely sentient, those animals living "entirely in the present." I note the possibility of a third class. Far-persons lack a biographical sense of self, possess a weak autonoetic consciousness, and are able to travel mentally through time a (...) distance that exceeds the capacities of the merely sentient. Far-persons are conscious of and exercise control over short-term cognitive states, states limited by their temporal duration. The animals in question, human and nonhuman, consciously choose among various strategies available to them to achieve their ends, making them subjects of what I call "lyrical experience:" brief and potentially intense pleasures and pains. But their ends expire minute-by-minute, not stretching beyond, I say metaphorically, the present hour. I conclude by discussing the moral status of far-persons. (shrink)

There is no doubt science is currently suffering from a credibility crisis. This thought-provoking book argues that, ironically, science's credibility is being undermined by tools created by scientists themselves. Scientific disinformation and damaging conspiracy theories are rife because of the internet that science created, the scientific demand for empirical evidence and statistical significance leads to data torturing and confirmation bias, and data mining is fuelled by the technological advances in Big Data and the development of ever-increasingly powerfulcomputers. Using a wide (...) range of entertaining examples, this fascinating book examines the impacts of society's growing distrust of science, and ultimately provides constructive suggestions for restoring the credibility of the scientific community. (shrink)

Consider the following three claims. (i) There are no truths of the form ‘p and ~p’. (ii) No one holds a belief of the form ‘p and ~p’. (iii) No one holds any pairs of beliefs of the form {p, ~p}. Irad Kimhi has recently argued, in effect, that each of these claims holds and holds with metaphysical necessity. Furthermore, he maintains that they are ultimately not distinct claims at all, but the same claim formulated in different ways. I find (...) his argument suggestive, if not entirely transparent. I do think there is at least an important kernel of truth even in (iii), and that (i) ultimately explains what’s right about the other two. Consciousness of an impossibility makes belief in the obtaining of the corresponding state of affairs an impossibility. Interestingly, an appreciation of this fact brings into view a novel conception of inference, according to which it consists in the consciousness of necessity. This essay outlines and defends this position. A central element of the defense is that it reveals how reasoners satisfy what Paul Boghossian calls the Taking Condition and do so without engendering regress. (shrink)

The view, in Quine, that all there are are pure sets is presented and endorsed.