This paper analyzes the rapid and unexpected rise of deep learning within Artificial Intelligence and its applications. It tackles the possible reasons for this remarkable success, providing candidate paths towards a satisfactory explanation of why it works so well, at least in some domains. A historical account is given for the ups and downs, which have characterized neural networks research and its evolution from “shallow” to “deep” learning architectures. A precise account of “success” is given, in order to sieve out (...) aspects pertaining to marketing or sociology of research, and the remaining aspects seem to certify a genuine value of deep learning, calling for explanation. The alleged two main propelling factors for deep learning, namely computing hardware performance and neuroscience findings, are scrutinized, and evaluated as relevant but insufficient for a comprehensive explanation. We review various attempts that have been made to provide mathematical foundations able to justify the efficiency of deep learning, and we deem this is the most promising road to follow, even if the current achievements are too scattered and relevant for very limited classes of deep neural models. The authors’ take is that most of what can explain the very nature of why deep learning works at all and even very well across so many domains of application is still to be understood and further research, which addresses the theoretical foundation of artificial learning, is still very much needed. (shrink)

We present a generalization of the algebra-valued models of \ where the axioms of set theory are not necessarily mapped to the top element of an algebra, but may get intermediate values, in a set of designated values. Under this generalization there are many algebras which are neither Boolean, nor Heyting, but that still validate \.

This book explores the various connections between Law and Opera, providing a comprehensive, multinational, and multidisciplinary resource on the subject. Further, it makes a valuable contribution to studies on law and the humanities. While, for example, the relationship between law and literature has been extensively researched, the relationship between Law and Opera remains largely overlooked. The book approaches the topic from three perspectives in three main sections: Law in Opera, Law on Opera, and Law around Opera.

Human cell lines are well-characterized laboratory cultures of human cells derived from a single source. In recent years, much moral controversy has surrounded human cell lines and biological materials obtained from aborted fetuses and destructive human embryo research. Dignitas personae instructs scientists of good conscience to avoid using biological materials of illicit origin, to distance themselves from evil, and to avoid scandal. The author suggests that the Instruction allows a scientist to delay discontinuing the use of a morally controversial cell (...) line for a reasonable amount of time and allows a citizen of conscience to financially support—in a limited and restricted manner governed by prudence—philanthropic organizations that fund controversial biomedical research programs. National Catholic Bioethics Quarterly 10.2 : 265–272. (shrink)

On croit connaître le Prince. En fait, on colporte parfois à son propos une vulgate interprétative fondée sur des approximations ou des partis pris de traduction dans des éditions françaises qui se répètent et s'engendrent l'une l'autre. Le texte paraît si " connu ", voire si " évident ", que l'on pourrait oublier ainsi de s'interroger sur le rapport des traductions avec l'original italien ; c'est une des raisons pour lesquelles le texte original (récemment établi par Giorgio Inglese sous (...) le titre de De principatibus) est publié, dans cette édition, en regard d'une traduction entièrement inédite. Le travail des traducteurs repose ici sur la reconstitution de la logique propre de la syntaxe, sans en gommer les condensations étranges voire les anacoluthes, sur le respect de la cohérence du lexique, sans sacrifier les multiples échos qui balisent l'ouvrage, mais aussi sur la tentative de retrouver le rythme si particulier de la prose machiavélienne qui a tant fait pour le succès de ce que Machiavel nomme " son opuscule ". Cette édition est accompagnée d'une présentation qui inscrit le texte dans son temps et dans le réseau complexe de ses enjeux politiques et théoriques. Elle comporte également un grand commentaire linéaire du Prince qui engage une nouvelle interprétation de l'œuvre. La postface permet de voir comment se forge et naît, dans l'écriture du Prince, une langue capable de rendre compte des " choses nouvelles " de la politique. (shrink)

Gargani's work aims at discovering the link connecting the multifarious aspects of contemporary Austrian culture in the connection between ethics and aesthetics. In Gargani's view this connection is responsible for the strong criticism of contemporary society, based on mechanization and automatic processes, as it is instanced by such authors as F. Kafka, L. Wittgenstein, R. Musil, I. Bachmann and above all Thomas Bernhard. According to Gargani's essay, starting from the rejection of the notion of a correspondence relation of language to (...) the world, T. Bernhard puts forward a sort of literature conceived no more as being a description of reality, but rather as being a critical analysis and a deconstruction of human existence. In substance, the core of Bernhard's literary work consists in revealing the truth content of the lie (der Wahrheitsgehalt der Lüge). If human existence on the whole is doomed to failure on the one hand, Bernhard acknowledges literature itself as the only possibility of safety for man on the other hand. On clarifying the peculiar structure of Bernhard's writing, Gargani shows how the indirect narration of events and thoughts carried out by Bernhard aims at an indirect truth, which is the only available one and which is preciselythe mediated truth of literature. (shrink)

Giorgio Levi Della Vida (1886-1967) was not only an eminent Islamologist, belonging to that tradition of Italian Oriental studies that stretches from Ignazio Guidi to Leone Caetani, Carlo Alfonso Nallino and Francesco Gabrieli - he was also a man with solid roots in his own time. He taught in Naples and Rome, then for the ten years 1939-1948 at the University of Pennsylvania. He was one of the few university teachers who, when the oath of loyalty to the Italian (...) fascist regime was introduced, in October 1931, opted not to accept that act of submission. (shrink)

Giorgio Agamben's Homo Sacer was one of the seminal works of political philosophy in recent decades. It was also the beginning of a series of interconnected investigations of staggering ambition and scope, investigating the deepest foundations of Western politics and thought. The Use of Bodies represents the ninth and final volume in this twenty-year undertaking, breaking considerable new ground while clarifying the stakes and implications of the project as a whole. It comprises three major sections. The first uses Aristotle's (...) discussion of slavery as a starting point for radically rethinking notions of selfhood; the second calls for a complete reworking of Western ontology; and the third explores the enigmatic concept of "form-of-life," which is in many ways the motivating force behind the entire Homo Sacer project. Interwoven between these major sections are shorter reflections on individual thinkers, while the epilogue pushes toward a new approach to political life that breaks with the destructive deadlocks of Western thought. The Use of Bodies represents a true masterwork by one of our greatest living philosophers. (shrink)

How and why did experience and knowledge become separated? Is it possible to talk of an infancy of experience, a "dumb" experience? For Walter Benjamin, the "poverty of experience" was a characteristic of modernity, originating in the catastrophe of the First World War. For Giorgio Agamben, the Italian editor of Benjamin's complete works, the destruction of experience no longer needs catastrophes: daily life in any modern city will suffice. Agamben's profound and radical exploration of language, infancy, and everyday life (...) traces concepts of experience through Kant, Hegel, Husserl and Benveniste. In doing so he elaborates a theory of infancy that throws new light on a number of major themes in contemporary thought: the anthropological opposition between nature and culture; the linguistic opposition between speech and language; the birth of the subject and the appearance of the unconscious. Agamben goes on to consider time and history; the Marxist notion of base and superstructure (via a careful reading of the famous Adorno–Benjamin correspondence on Baudelaire's Paris); and the difference between rituals and games. Beautifully written, erudite and provocative, these essays will be of great interest to students of philosophy, linguistics, anthropology and politics. (shrink)

La conduite creatrice est reputee obscure. C'est pourquoi elle doit etre l'objet d'une etude scientifique et d'une reflexion philosophique. Telle est la poietique, ainsi nommee naguere par Valery. Dans tous les domaines ou l'homme se fait constructeur, Rene Passeron propose de remonter en amont de l'oeuvre, pour mettre en lumiere les conditions (de tous ordres) qui font de la creation une activite specifique de l'humain.

Semblanza de G. Tagliacozzo a través de las distintas voces que, desde su infancia hasta su muerte, lo llamaron en su vida: las primeras vocaciones de grandeza , las voces de la academia , la voz de América , la impelente voz de Vico , la voz de los caminos que la naturaleza recorre .Semblance of G. Tagliacozzo through the voices that he followed from his younger age to his death: the first calls for greatness , the voices of academy (...) , the voice of America , the impelling voice of Vico , and the voice of the ways that nature runs. (shrink)

En avril 1775, alors que le ministère Turgot rencontre les plus vives oppositions et attaques et va devoir affronter les émeutes liées au prix du blé, les amis de Turgot, D'Alembert et Condorcet, sont à des postes clés de la cité savante : le premier comme secrétaire perpétuel de l'Académie française, le second comme adjoint du secrétaire perpétuel de l'académie royale des sciences de Paris, Grandjean de Fouchy, dont le retrait est attendu. Dans une lettre à Joseph-Louis de Lagrange, alors (...) directeur de la classe de mathématiques à l'académie de Berlin, D'Alembert se plaint que Condorcet et lui essuient des « tracasseries » à l'Académie des sciences. Au même moment, Mme Grandjean de Fouchy, demande à D'Alembert six mille francs pour éviter l'expulsion de leur logement. Comment ces différents événements interfèrent-ils ? (shrink)

In this book the Italian philosopher Giorgio Agamben looks closely at the literature of the survivors of Auschwitz, probing the philosophical and ethical questions raised by their testimony."In its form, this book is a kind of perpetual commentary on testimony. It did not seem possible to proceed otherwise. At a certain point, it became clear that testimony contained at its core an essential lacuna; in other words, the survivors bore witness to something it is impossible to bear witness to. (...) As a consequence, commenting on survivors' testimony necessarily meant interrogating this lacuna or, more precisely, attempting to listen to it. Listening to something absent did not prove fruitless work for this author. Above all, it made it necessary to clear away almost all the doctrines that, since Auschwitz, have been advanced in the name of ethics."--Giorgio Agamben. (shrink)

The Italian philosopher Giorgio Agamben has always been an original reader of texts, understanding their many rich and multiple historical, aesthetic, and political meanings and effects. In Profanations, Agamben has assembled for the first time some of his most pivotal essays on photography, the novel, and film. A meditation on memory and oblivion, on what is lost and what remains, Profanations proves yet again that Agamben is one of the most provocative writers of our time. In ten essays, Agamben (...) ponders a series of literary and philosophical problems: the relation among genius, ego, and theories of subjectivity; the problem of messianic time as explicated in both images and lived experience; parody as a literary paradigm; and the potential of magic to provide an ethical canon. The range of topics and themes addressed here attest to the creativity of Agamben's singular mode of thought and his persistent concern with the act of witnessing, sometimes futile, sometimes earth-shattering: the talking cricket in Pinocchio; "helpers" in Kafka's novels; pictorial representations of the Last Judgment, of anonymous female faces, and of "Rosebud," the infamous object of obsession in Citizen Kane. "In Praise of Profanity," the central essay of this small but dense book, confronts the question of profanity as the crucial political task of the moment. An act of resistance to every form of separation, the concept of profanation reorients perceptions of how power, consumption, and use interweave to produce an urgent political modality and desire: to profane the unprofanable. Agamben not only provides a new and potent theoretical model but describes it with a writerly style that itself forges inescapable links among literature, politics, and philosophy.Giorgio Agamben is Professor of Aesthetics at the University of Venice. His many publications include Homo Sacer: Sovereign Power and Bare Life, Remnants of Auschwitz: The Witness and the Archive, The Coming Community, and State of Exception. (shrink)

English, French, German, and Italian, with summaries in the same languages.

What is a paradigm? -- Theory of signatures -- Philosophical archeology.

The work of Giorgio Agamben, one of Italy's most important and original philosophers, has been based on an uncommon erudition in classical traditions of philosophy and rhetoric, the grammarians of late antiquity, Christian theology, and modern philosophy. Recently, Agamben has begun to direct his thinking to the constitution of the social and to some concrete, ethico-political conclusions concerning the state of society today, and the place of the individual within it. In Homo Sacer, Agamben aims to connect the problem (...) of pure possibility, potentiality, and power with the problem of political and social ethics in a context where the latter has lost its previous religious, metaphysical, and cultural grounding. Taking his cue from Foucault's fragmentary analysis of biopolitics, Agamben probes with great breadth, intensity, and acuteness the covert or implicit presence of an idea of biopolitics in the history of traditional political theory. He argues that from the earliest treatises of political theory, notably in Aristotle's notion of man as a political animal, and throughout the history of Western thinking about sovereignty, a notion of sovereignty as power over "life" is implicit. The reason it remains merely implicit has to do, according to Agamben, with the way the sacred, or the idea of sacrality, becomes indissociable from the idea of sovereignty. Drawing upon Carl Schmitt's idea of the sovereign's status as the exception to the rules he safeguards, and on anthropological research that reveals the close interlinking of the sacred and the taboo, Agamben defines the sacred person as one who can be killed and yet not sacrificed—a paradox he sees as operative in the status of the modern individual living in a system that exerts control over the collective "naked life" of all individuals. (shrink)

This volume constitutes the largest collection of writings by the Italian philosopher Giorgio Agamben hitherto published in any language and all but one appear in English for the first time. The essays consider figures in the history of philosophy (Plato, Plotinus, Spinoza, Hegel) and twentieth-century thought (Walter Benjamin, Heidegger, Derrida, Deleuze, the historian Aby Warburg, and the linguist J.-C. Milner). They also examine several central concerns of Agamben: the relation of linguistic and metaphysical categories; messianism in Islamic, Jewish, and (...) Christian theology; and the state and future of contemporary politics. Despite the diversity of the texts collected here, they show a consistent concern for a set of overriding philosophical themes concerning language, history, and potentiality. (shrink)