Bowers et al. argue that deep neural networks (DNNs) are poor models of biological vision because they often learn to rival human accuracy by relying on strategies that differ markedly from those of humans. We show that this problem is worsening as DNNs are becoming larger-scale and increasingly more accurate, and prescribe methods for building DNNs that can reliably model biological vision.

In lieu of an abstract, here is a brief excerpt of the content:Separating the Human from the Divine Cesáreo Bandera University ofNorth Carolina at Chapel Hill Myths are hard to die. One such myth concerns what happened with poetry in general, that is to say, imaginative literature or literary fiction, in the transition from the Middle Ages to the Renaissance and beyond. Its basic outline was developed during the nineteenth century. J. E. Spingarn, for example, echoes such a myth in (...) his History of Literary Criticism in the Renaissance, first published in 1899, which has gone through many editions and reprintings since then. In it we read the following: The first problem of Renaissance criticism was the justification of imaginative literature. The existence and continuity of the aesthetic consciousness, and perhaps, in a less degree, of the critical faculty, throughout the Middle Ages, can hardly be denied; yet distrust of literature was keenest among the very class of men in whom the critical faculty might be presupposed, and it was as the handmaid of philosophy, and most of all as the vassal of theology, that poetry was chiefly valued.... The Renaissance was thus confronted with the necessity ofjustifying its appreciation of the vast body of literature which the Revival of Learning had recovered for the modern world. (3) Speaking of Savonarola's De Divisione ac Utilititate Omnium Scientiarum, written about 1492, he concludes as follows: In fine, as a reformer, he represents for us the religious reaction against the paganization of culture by the humanists. But the forces against him were too strong. Even the Christianization of culture effected during the next century by the Council of Trent was hardly more than temporary. Humanism, which represents 74Cesáreo Bandera the revival of ancient pagan culture, and rationalism, which represents the growth of the modem spirit in science and art, were currents too powerful to be impeded by any reformer, however great. (14) This general picture of the historical standing and the fate of literary fiction as we move from the Middle Ages into the modern era, is still very much with us, even though it is ill at ease with, or flatly contradicted by, undeniable historical facts. For example, the incredible notion of a "paganization of culture by the humanists" would have horrified somebody as profoundly Christian as Petrarch and, later on, Erasmus, who criticized the scholastics "in the name of a purer and simpler mode of piety and religious devotion" (Mazzeo 17). Or the mistaken idea that modern rationalism was much more hospitable to poetry than the old scholastic one. For from the seventeenth century on, as J. F. West has pointed out, the whole tide of [scientific] opinion was running strongly against poetry, metaphor, and poetic prose. The philosophers generally saw them as an obstacle to truth. Hobbes regarded metaphor as one of the hindrances to straight thinking. Rousseau thought that the philosophy of Descartes had 'cut the throat of poetry'; and John Locke, late in the century, openly regarded poetry as made up of 'pleasant pictures and agreeable visions in the fancy,' but basically misleading. (114) It is indeed true that in medieval scholasticism poetry occupies the lowest rank in the hierarchical structure of the arts and sciences. But it does have a place there. It would have never occurred to Thomas Aquinas, for example, to expel it from that position as something dangerous, something to be avoided. In fact, as he tells us at the beginning of the Summa Theologica, theology itself, the highest of the sciences, does not consider it below its dignity to make use of metaphor and other poetic devices propter utilitatem ac necessitatem. And yet it is precisely that kind of violent expulsion ofpoetic fiction that will be attempted during the Renaissance. In the words of Russell Fraser, "it is in the Renaissance, and not the Middle Ages that the artist is driven from the commonwealth" (39). It was then that the "war against poetry" intensified to fever pitch. It is, therefore, an error to imagine that those in the sixteenth and seventeenth centuries who bitterly attacked poetic fiction in general and the theater in particular as a very dangerous threat to religion and morality, were fanatic hold-overs from a medieval past... (shrink)

The essay draws on Michel Serres’ writings on education in order to derive from them a general theory. Though the polyglot philosopher never presented his philosophy of education as a formal system, it was a lifelong concern that he addressed from the perspectives of mathematics and physics; literature and myth; art and aesthetics; justice and the law. Ever elusive in his prose style, Serres was a magnetic and infectious educator who, ironically, and perhaps understandably, did not gain the sort of (...) following enjoyed by other French philosophers with whom he cuts such a contrast. The essay assesses the Serresian pedagogy in three key areas: the mutual translatability of the pedagogies of the humanities and arts versus those of the social and hard sciences; the urgent need for an environmental ethics of education; and the permeation of effective instruction by aesthetics. (shrink)

In this paper I will offer a comprehensive defense of the safety account of knowledge against counterexamples that have been recently put forward. In Sect. 2, I will discuss different versions of safety, arguing that a specific variant of method-relativized safety is the most plausible. I will then use this specific version of safety to respond to counterexamples in the recent literature. In Sect. 3, I will address alleged examples of safe beliefs that still constitute Gettier cases. In Sect. 4, (...) I will discuss alleged examples of unsafe knowledge. In Sect. 5, I will address alleged cases of safe belief that do not constitute knowledge for non-Gettier reasons. My overall goal is to show that there are no successful counterexamples to robust anti-luck epistemology and to highlight some major presuppositions of my reply. (shrink)

This book is a fiftieth anniversary republication of Thomas Nagel's "What Is It Like to Be a Bat?", a classic in the philosophy of mind. Through its argument for the irreducible subjectivity of consciousness, it played an essential role in making the study of consciousness a central part of philosophy, psychology, and neuroscience. It also spurred the now flourishing scientific attention to the consciousness of non-human creatures: mammals, birds, fish, mollusks, and insects. The book also includes a second essay (...) offering Nagel's more recent thoughts on the most promising positive response to the mind-body problem, as posed in the original essay. (shrink)

v. 1. Editorial introduction -- v. 2. The English and Latin texts (i) -- v. 3. The English and Latin texts (ii).

" Pour chanter les vingt ans du Pommier, mon éditrice me demanda d'écrire quelques lignes. Les voici. Pour une fois, j'y entre en morale, comme en terre nouvelle et inconnue, sur la pointe des pieds. On disait jadis de l'Arlequin de mes rêves, bienheureux comédien de l'art, qu'il corrigeait les moeurs en riant. Devenu arrière-grand-père, son disciple a, de même, le devoir sacré de raconter des histoires à ses petits descendants en leur enseignant à faire des grimaces narquoises. Parvenus ensemble (...) à l'âge espiègle, j'en profite pour leur dire de l'austère en pouffant de rire. " Michel Serres. (shrink)

Death.--The absurd.--Moral luck.--Sexual perversion.--War and massacre.--Ruthlessness in public life.--The policy of preference.--Equality.--The fragmentation of value.--Ethics without biology.--Brain bisection and the unity of consciousness.--What is it like to be a bat?--Panpsychism.--Subjective and objective.

Thomas Reid, the Scottish natural and moral philosopher, was one of the founding members of the Aberdeen Philosophical Society and a significant figure in the Scottish Enlightenment. Reid believed that common sense should form the foundation of all philosophical inquiry. He criticised the sceptical philosophy propagated by his fellow Scot David Hume and the Anglo-Irish bishop George Berkeley, who asserted that the external world did not exist outside the human mind. Reid was also critical of the theory of ideas (...) propagated by Locke and Descartes, arguing that it was incompatible with physical and experiential facts. For Reid, our senses demonstrate that the external world must exist, and this work is organised in chapters examining each of the senses in turn. The book, based on his lectures, was first published in 1764 when Reid was a regent professor at King's College, Aberdeen, and was reissued in 1818. (shrink)

Issues of reliability are claiming center-stage in the epistemology of machine learning. This paper unifies different branches in the literature and points to promising research directions, whilst also providing an accessible introduction to key concepts in statistics and machine learning – as far as they are concerned with reliability.

The application of machine-learning technologies to medical practice promises to enhance the capabilities of healthcare professionals in the assessment, diagnosis, and treatment, of medical conditions. However, there is growing concern that algorithmic bias may perpetuate or exacerbate existing health inequalities. Hence, it matters that we make precise the different respects in which algorithmic bias can arise in medicine, and also make clear the normative relevance of these different kinds of algorithmic bias for broader questions about justice and fairness in healthcare. (...) In this paper, we provide the building blocks for an account of algorithmic bias and its normative relevance in medicine. (shrink)

Since Hilary Putnam offered multiple realization as an empirical hypothesis in the 1960s, philosophical consensus has turned against the idea that mental processes are identifiable with brain processes, and multiple realization has become the keystone of the 'antireductive consensus' across philosophy of science. Thomas W. Polger and Lawrence A. Shapiro offer the first book-length investigation of multiple realization, which serves as a starting point to a series of philosophically sophisticated and empirically informed arguments that cast doubt on the generality (...) of multiple realization in the cognitive sciences. They argue that mind-brain identities have played an important role in the growth and achievements of the cognitive sciences, and suggest that there is little prospect for multiple realization in an empirically-based theory of mind. This leads Polger and Shapiro to offer an alternative framework for understanding explanations in the cognitive sciences, as well as in chemistry, biology, and other non-basic sciences. (shrink)

This volume is a study of the influence of Timaeus on the development of Western cosmology in three axial periods of European culture: Late Antiquity, Middle Ages and Renaissance.

"Depuis l'embryon lové dans le ventre de sa mère, jusqu'aux métropoles qui couvrent la Terre de leurs lumières permanentes, les humains ont inventé de nombreuses façons d'habiter. Mais les animaux et, plus étonnant, les végétaux avaient déjà exploré de nombreux modes d'habitat. Michel Serres nous dévoile les secrets de ces architectures séduisantes et multiples, nous en montre le sens et les mots, et esquisse ainsi le monde de demain." Présentation de l'éditeur.

Thomas Reid , the Scottish natural and moral philosopher, was one of the founding members of the Aberdeen Philosophical Society and a significant figure in the Scottish Enlightenment. Reid believed that common sense should form the foundation of all philosophical inquiry. He criticised the sceptical philosophy propagated by his fellow Scot David Hume and the Anglo-Irish bishop George Berkeley, who asserted that the external world did not exist outside the human mind. Reid was also critical of the theory of (...) ideas propagated by Locke and Descartes, arguing that it was incompatible with physical and experiential facts. For Reid, our senses demonstrate that the external world must exist, and this work is organised in chapters examining each of the senses in turn. The book, based on his lectures, was first published in 1764 when Reid was a regent professor at King's College, Aberdeen, and was reissued in 1818. (shrink)

In this book, T. M. Scanlon offers new answers to these questions, as they apply to the central part of morality that concerns what we owe to each other.

Cette étude essaye d’établir qu’il y a deux notions très différentes de « fondation » à l’œuvre dans les Recherches logiques de Husserl. Dans la IIIème Recherche, où le terme est formellement introduit, lorsqu’il se demande quels sont les contenus qui peuvent exister d’une manière autonome (indépendants) et lesquels peuvent exister uniquement en tant que moments d’autre chose (dépendants), Husserl suit ce que j’appelle un « modèle ontologique ». Selon ce modèle, le concret possède une priorité sur à l’abstrait qui (...) est fondé en lui. Dans la VIème Recherche, en revanche, Husserl s’oriente principalement sur un « modèle gnoséologique » qui voit le complexe comme fondé sur ce qui est relativement simple, étant donné que les expériences d’ordre supérieur (telles les perceptions de types d’objets plus complexes) sont « fondées sur » des expériences plus simples, bien qu’elles ne puissent pas y être réduites. L’exemple principal ici est celui des intuitions catégoriales : fondées sur les intuitions sensibles, elles n’y sont pas réductibles. Mais cette distinction entre deux sens différents du terme de « fondation » peut également nous aider à mieux comprendre de nombreuses thèses husserliennes plutôt controversées. Par exemple, elle peut nous permettre de mieux comprendre dans quelle mesure faire l’expérience d’un être humain comme un tout se fonde sur l’expérience d’un corps physique, et cela même si l’étant que nous rencontrons inclut à la fois des aspects corporels et des aspects spirituels – les deux étant vus, d’une manière essentielle, comme des moments de cette unique personne qui fait l’objet de notre expérience. (shrink)

This book explores Levinas's rethinking of the meaning of ethics, justice and the human from a position that affirms but goes beyond the anti-humanist philosophy of the twentieth century.

In recent years an increasing number of psychologists have begun to explore the prevalence, causes and effects of ordinary people’s intuitions about moral realism. Many of these studies have lacked in construct validity, i.e., they have failed to measure moral realism. My aim in this paper accordingly is to motivate and guide methodological improvements. In analysis of prominent existing measures, I develop general recommendations for overcoming ten prima facie serious worries about research on folk moral realism. G1 and G2 require (...) studies’ answer choices to be as metaethically comprehensive as methodologically feasible. G3 and G4 prevent fallacious inferences from intuitions about related debates. G5 and G6 limit first-order moral and epistemic influences. G7 address studies’ instructions. And G8 and G9 suggest tests of important psychological presuppositions. (shrink)

Thomas Reid is now recognized as one of the towering figures of the Enlightenment. Best known for his published writings on epistemology and moral theory, he was also an accomplished mathematician and natural philosopher, as an earlier volume of his manuscripts edited by Paul Wood for the Edinburgh Reid Edition, Thomas Reid on the Animate Creation, has shown. The Correspondence of Thomas Reid collects all of the known letters to and from Reid in a fully annotated form. (...) Letters already published by Sir William Hamilton and others have been reedited, and roughly half of the letters included appear in print for the first time. Writing in 1802, Reid's disciple and biographer Dugald Stewart doubted that Reid's correspondence &"would be generally interesting.&" This collection proves otherwise, for the letters illuminate virtually every aspect of Reid's life and career and, in some instances, provide us with invaluable evidence about activities otherwise undocumented in his manuscripts or published works. Through his correspondence we can trace Reid's relations with contemporaries such as David Hume and his colleagues at both King's College, Aberdeen, and the University of Glasgow, as well as his engagement with the most controversial philosophical, scientific, and political issues of his day. If anything, the letters assembled here serve as the starting point for understanding Reid and his place in the Enlightenment. (shrink)

Metaphysical foundationalists argue that without fundamental facts, we cannot explain why there exist any dependent facts at all. Thus, metaphysical infinitism, the view that chains of ground can descend indefinitely without ever terminating in a level of fundamental facts, allegedly exhibits a kind of explanatory failure. I examine this argument and conclude that foundationalists have failed to show that infinitism exhibits explanatory failure. I argue that explaining the existence of dependent facts in terms of further dependent facts ad infinitum is (...) unproblematic by arguing for the plausibility of a ground-theoretic version of the Hume-Edwards Principle, which states that if each fact in a plurality of facts has a ground, then the plurality itself has a ground. (shrink)

Influential philosopher Michel Serres’s foundational work uses fable to explore how human relations are identical to that of the parasite to the host body. Among Serres’s arguments is that by being pests, minor groups can become major players in public dialogue—creating diversity and complexity vital to human life and thought. Michel Serres is professor in history of science at the Sorbonne, professor of Romance languages at Stanford University, and author of several books, including _Genesis._ Lawrence R. Schehr is professor of (...) French at the University of Illinois, Urbana-Champaign. Cary Wolfe is Bruce and Elizabeth Dunlevie Professor of English at Rice University. His books include _Zoontologies: The Question of the Animal _. (shrink)

In recent years, a plethora of high-profile scientific publications has been reporting about machine learning algorithms outperforming clinicians in medical diagnosis or treatment recommendations. This has spiked interest in deploying relevant algorithms with the aim of enhancing decision-making in healthcare. In this paper, we argue that instead of straightforwardly enhancing the decision-making capabilities of clinicians and healthcare institutions, deploying machines learning algorithms entails trade-offs at the epistemic and the normative level. Whereas involving machine learning might improve the accuracy of medical (...) diagnosis, it comes at the expense of opacity when trying to assess the reliability of given diagnosis. Drawing on literature in social epistemology and moral responsibility, we argue that the uncertainty in question potentially undermines the epistemic authority of clinicians. Furthermore, we elucidate potential pitfalls of involving machine learning in healthcare with respect to paternalism, moral responsibility and fairness. At last, we discuss how the deployment of machine learning algorithms might shift the evidentiary norms of medical diagnosis. In this regard, we hope to lay the grounds for further ethical reflection of the opportunities and pitfalls of machine learning for enhancing decision-making in healthcare. (shrink)

Michel Serres is one of the most influential living theorists in European philosophy. This volume makes available a work which has a foundational place in the development of chaos theory, representing a tour de force application of the principles underlying Serres' distinctive philosophy of science.

Feeling good: four ways -- Finding that feeling -- The place of pleasure -- Knowing what's what -- Making things happen -- Being good -- Love and friendship -- Putting it together.

Big Ideas for Little Kids includes everything a teacher, a parent, or a college student needs to teach philosophy to elementary school children from picture books. Written in a clear and accessible style, the book explains why it is important to allow young children access to philosophy during primary-school education. Wartenberg also gives advice on how to construct a "learner-centered" classroom, in which children discuss philosophical issues with one another as they respond to open-ended questions by saying whether they agree (...) or disagree with what others have said. (shrink)

_“This translation offers a fresh and vital encounter with Thomas More’s _Utopia_ for a twenty-first century audience.”—Elizabeth McCutcheon, _Utopian Studies__ Saint Thomas More’s _Utopia_ is one of the most important works of European humanism and serves as a key text in survey courses on Western intellectual history, the Renaissance, political theory, and many other subjects. In _Utopia_, More introduces the mysterious traveler Raphael Hythloday, who tells of an island nation that he considers the most perfectly organized and harmonious (...) in the world. Preeminent More scholar Clarence H. Miller does justice to the full range of More’s rhetoric in this masterful translation. In an Afterword to this edition, Jerry Harp contextualizes More’s life and _Utopia_ within the wider frames of European humanism and the Renaissance. (shrink)

The classic study, which establishes a sound theological base for the future of philosophical science.

Adequate knowledge about Buddhism is essential to the education and culture of any person who does not want to be simply another alienated member of a herd that walks blindly amid a technological revolution. It is possible to understand early Buddhism through modern language and knowledge and establish its relations with contemporary thought and its references. With this, it becomes possible to deepen and broaden our perception of these millennial principles' compatibility with our modern ways of living and knowing. The (...) study required for this is quite laborious. Buddhism is the subject underlying a gigantic literary and cultural mountain. The closer we get to its original concept, the deeper and more voluminous the excavation we have to do. (shrink)

Veils -- Boxes -- Tables -- Visit -- Joy.

Separability is roughly the principle that, in comparing the value of two outcomes, one can ignore any people whose existence and welfare are unaffected. Separability is both antecedently plausible, at least as a principle of beneficence, and surprisingly powerful; it is the key to some of the best positive arguments in population ethics. This chapter surveys the motivations for and consequences of separability. In particular, it presents an ‘additivity theorem’ which explains how separability leads to total utilitarianism and closely related (...) axiological views. It then examines systematically how this family of views can avoid the Repugnant Conclusion by incorporating lexicality, a critical level, or a neutral range. (shrink)

Conciliatory theories of disagreement require that one lower one’s confidence in a belief in the face of disagreement from an epistemic peer. One question about which people might disagree is who should qualify as an epistemic peer and who should not. But when putative epistemic peers disagree about epistemic peerhood itself, then Conciliationism makes contradictory demands and paradoxes arise.

Respect, Pluralism, and Justice is a series of essays which sketches a broadly Kantian framework for moral deliberation, and then uses it to address important social and political issues. Hill shows how Kantian theory can be developed to deal with questions about cultural diversity, punishment, political violence, responsibility for the consequences of wrongdoing, and state coercion in a pluralistic society.

This 1979 text addresses the ways in which the dominant theories in large areas of Western social science have been subject to strong criticisms, particularly ...