Mechanistic interpretability is the program of explaining what AI systems are doing in terms of their internal mechanisms. I analyze some aspects of the program, along with setting out some concrete challenges and assessing progress to date. I argue for the importance of propositional interpretability, which involves interpreting a system’s mechanisms and behav- ior in terms of propositional attitudes: attitudes (such as belief, desire, or subjective probabil- ity) to propositions (e.g. the proposition that it is hot outside). Propositional attitudes are (...) the central way that we interpret and explain human beings and they are likely to be central in AI too. A central challenge is what I call thought logging: creating systems that log all of the rel- evant propositional attitudes in an AI system over time. I examine currently popular methods of interpretability (such as probing, sparse auto-encoders, and chain of thought methods) as well as philosophical methods of interpretation (including those grounded in psychoseman- tics) to assess their strengths and weaknesses as methods of propositional interpretability. (shrink)

This book is a rich blend of analyses by leading experts from various cultures and disciplines. A compact introduction to a complex field, it illustrates biotechnology's profound impact upon the environment and society. Moreover, it underscores the vital relevance of cultural values. This book empowers readers to more critically assess biotechnology's value and effectiveness within both specific cultural and global contexts.

Here the extension of a sentence token is a truth-value, the extension of a name is an individual, and so on. Scenarios are most often understood as centered possible worlds – i.e. ordered triples of worlds, individuals, and times - although they may also be understood in other ways.

This paper is an edited transcription of a talk at the 1997 Montreal symposium on "Consciousness at the Frontiers of Neuroscience". There's not much here that isn't said elsewhere, e.g. in "Facing Up to the Problem of Consciousness" and "How Can We Construct a Science of Consciousness?"]].

Do psychological traits predict philosophical views? We administered the PhilPapers Survey, created by David Bourget and David Chalmers, which consists of 30 views on central philosophical topics (e.g., epistemology, ethics, metaphysics, philosophy of mind, and philosophy of language) to a sample of professional philosophers (N = 314). We extended the PhilPapers survey to measure a number of psychological traits, such as personality, numeracy, well-being, lifestyle, and life experiences. We also included non-technical ‘translations’ of these views for eventual (...) use in other populations. We found limited to no support for the notion that personality or demographics predict philosophical views. We did, however, find that some psychological traits were predictive of philosophical views, even after strict correction for multiple comparisons. Findings include: higher interest in numeracy predicted physicalism, naturalism, and consequentialism; lower levels of well-being and higher levels of mental illness predicted hard determinism; using substances such as psychedelics and marijuana predicted non-realist and subjectivist views of morality and aesthetics; having had a transformative or self-transcendent experience predicted theism and idealism. We discuss whether or not these empirical results have philosophical implications, while noting that 68% of our sample of professional philosophers indicated that such findings would indeed have philosophical value. (shrink)

Chalmers e Dennett se encontram em lados opostos da discussão do problema da consciência. Para Chalmers, ela é um dado indubitável que não pode ser explicada em termos de outra coisa. Para Dennett, o que existe verdadeiramente são múltiplos julgamentos sobre nossa consciência. Cada um acusa o outro de circularidade. Isto só é possível porque a diferença entre estas duas teorias é verdadeiramente uma diferença de princípios. A mesma oposição que encontramos no aparato teórico encontramos também em suas (...) pressuposições mais básicas e fundamentais. Este fato torna extremamente difícil escolher entre as duas ao mesmo tempo em que radicaliza a diferença entre elas. De um lado temos que argumentos podem refutar intuições, de outro temos que é preciso primeiro sondar nossas intuições para depois criar argumentos a partir delas. Entre um extremo e outro nos encontramos com o velho dilema de “o que vem primeiro?”. No entanto, mais importante do que escolher lados é mostrar o quanto é difícil escolher. (shrink)

In this paper I examine Chalmers and Jackson’s defence of the a priori entailment thesis, that is, the claim that microphysical truths a priori entail ordinary non-phenomenal truths such as ‘water covers 60% of the Earth surface’, which they use as a premise for an argument against the possibility of a reductive explanation of consciousness. Their argument relies on a certain view about the possession conditions of macroscopic concepts such as WATER, known as ascriptivism. In the paper I distinguish (...) two versions of ascriptivism: reductive versus non-reductive ascriptivism. According to reductive ascriptivism, competent users of a concept have the ability to infer truths involving such concept from lower-level truths, whereas according to non-reductive ascriptivism, all that is required in order to be a competent user of a concept is to be able to infer truths involving that concept from other truths, which need not be lower-level truths. I argue, first, that the a priori entailment thesis is committed to reductive ascriptivism, and secondly, that reductive ascriptivism is problematic because it trivializes the notion of a priori knowledge. Therefore, I conclude that Chalmers and Jackson have not presented a convincing case for the claim that microphysical truths entail ordinary non-phenomenal truths a priori, especially when we understand this claim in the sense that is relevant for their argument against the possibility of a reductive explanation of consciousness. (shrink)

This paper challenges David Chalmers' proposed division of the problems of consciousness into the `easy' ones and the `hard' one, the former allegedly being susceptible to explanation in terms of computational or neural mechanisms and the latter supposedly turning on the fact that experiential `qualia' resist any sort of functional definition. Such a division, it is argued, rests upon a misrepresention of the nature of human cognition and experience and their intimate interrelationship, thereby neglecting a vitally important insight (...) of Kant. From a Kantian perspective, our capacity for conceptual thought is so inextricably bound up with our capacity for phenomenal consciousness that it is an illusion to imagine that there are any `easy' problems of consciousness, resolvable within the computational or neural paradigms. (shrink)

The inference from conceivability to possibility has been challenged in numerous ways. One of these ways is the so-called phenomenal concept strategy, which has become one of the main strategies against the conceivability argument against physicalism. However, David Chalmers has recently presented a dilemma for the phenomenal concept strategy, and he has argued that no version of the strategy can succeed. In this paper, I examine the dilemma, and I argue that there is a way out of it. (...) I conclude that Chalmers has not posed any serious problem for the phenomenal concept strategy to succeed in blocking the conceivability argument. In doing so, my aim is not only to show that Chalmers’s argument has not refuted the phenomenal concept strategy, but also to clarify what any version of the strategy should achieve in order to be successful. (shrink)

This paper challenges David Chalmers' proposed division of the problems of consciousness into the `easy' ones and the `hard' one, the former allegedly being susceptible to explanation in terms of computational or neural mechanisms and the latter supposedly turning on the fact that experiential `qualia' resist any sort of functional definition. Such a division, it is argued, rests upon a misrepresention of the nature of human cognition and experience and their intimate interrelationship, thereby neglecting a vitally important insight (...) of Kant. From a Kantian perspective, our capacity for conceptual thought is so inextricably bound up with our capacity for phenomenal consciousness that it is an illusion to imagine that there are any `easy' problems of consciousness, resolvable within the computational or neural paradigms. (shrink)

More powerful methods for studying and integrating the historical track record of scientific episodes and scientific judgment, or what Faust and Meehl describe as a program of meta‐science and meta‐scientific studies, can supplement and extend more commonly used case study methods. We describe the basic premises of meta‐science, overview methodological considerations, and provide examples of meta‐scientific studies. Meta‐science can help to clarify or resolve long‐standing questions in the history and philosophy of science and provide practical help to the working scientist.

This excellent collection contains 13 essays from Gadamer's _Kleine Schriften, _dealing with hermeneutical reflection, phenomenology, existential philosophy, and philosophical hermeneutics. Gadamer applies hermeneutical analysis to Heidegger and Husserl's phenomenology, an approach that proves critical and instructive.

In lieu of an abstract, here is a brief excerpt of the content:Reviewed by:The Cambridge Companion to OckhamJeffrey E. BrowerPaul Vincent Spade, editor. The Cambridge Companion to Ockham. Cambridge: Cambridge University Press, 1999. Pp. xii + 400. Cloth, $54.95.Contemporary analytic philosophers have always been among the most enthusiastic audiences for the volumes in the Cambridge Companion series. And of all the great philosophers of the Middle Ages, perhaps none has appealed more to their sensibilities than William Ockham. It is fitting, (...) therefore, that after the publication of the Companion to Aquinas—the first volume in the series devoted to a medieval philosopher—there should appear a Companion to Ockham.The fifteen chapters comprising this volume survey the entire range of Ockham's thought and may conveniently be divided into four main parts. The first part (chaps. 2-7) deals with Ockham's most enduring legacy: his contribution to issues falling within the domain of logic, philosophy of language, and metaphysics. The second part (chaps. 8-9) is devoted to issues in epistemology and philosophy of mind/cognition. The third part (chaps. 10-13) focuses on Ockham's views in ethics, action theory, and political philosophy. And the fourth part (chaps. 14-15) considers aspects of his philosophical theology. In addition, there is also an historical chapter (chap. 1), placing Ockham's life and works in their late-medieval intellectual context, and a brief editor's introduction, including a very useful list of all Ockham's writings, together with the best (sometimes, the only) Latin editions and English translations available.The volume is well organized and beautifully conceived. Some chapters are quite difficult, and in places contain material that is likely to be unfamiliar even to specialists in medieval philosophy. But the way in which they have been organized maximizes their usefulness and accessibility to specialists and non-specialists alike. The earlier parts of the volume lay the foundation for later ones, and the individual chapters within each part are arranged so as to build on and complement one another. This is perhaps most evident in the five chapters comprising the first part. Calvin Normore's presentation ofOckham's logic (in chap. 2) nicely prepares the reader for Claude Panaccio's discussion (in chap. 3) of Ockham's theory of mental language. Panaccio's chapter, in turn, provides the framework for David Chalmer's analysis (in chap. 4) of the debate over whether [End Page 588] Ockham's mental language permits synonymous expressions. Again, these three chapters taken together provide important background for Paul Spade's treatment (in chap. 5) of Ockham's views in metaphysics, which are closely related to his logic and philosophy of language. Finally, Gyula Klima's discussion (in chap. 6) ofhow Ockham's views in semantics and ontology differ from those of his predecessors, and André Goddu's discussion (in chap. 7) of Ockham's philosophy of nature, can be fully appreciated only against the background of the preceding chapters.What is perhaps most impressive about the volume, however, is the extent to which it succeeds at providing a systematic introduction to Ockham's philosophical achievement. All the chapters are, to some extent, concerned with matters of textual analysis and interpretation. But most of them involve much more than a mere survey of Ockham's texts. For example, in each of the four main parts, there is at least one chapter that attempts to locate Ockham's views in relation to those of his predecessors or contemporaries (such as Aquinas and Scotus), with the result that we get a sense of Ockham's place in the major medieval debates to which he contributed. At the same time, the volume introduces us to some of the most lively current debates in Ockham scholarship. It does this, not merely by summarizing them, but by actually carrying them out over the course of its chapters. For example, Eleonore Stump provides a sophisticated defense (in chap. 8) of what has become a standard interpretation of Ockham's theory of intuitive and abstractive cognition. In the following chapter, however, Elizabeth Karger rejects the standard interpretation on the basis of a re-reading of certain key texts. Again, in the first part of the volume there is a running debate... (shrink)

In Sacred Nature Jerome Stone gives us an informative, earnest introduction to religious naturalism with a focus on its relevance for environmentalism. Environmentalism today often dwells upon warnings about the dire consequences if certain prescribed actions are not taken. Stone takes a different tack. He quotes Aldo Leopold: “Prudence never kindled a fire in the human mind; I have no hope for a conservation born of fear.” Stone’s approach—an engaging one, in my view—is to connect environmentalism with the hope and (...) passion of religious feeling. But Stone’s religious vision does not entail belief in the personalistic, supernatural deity of traditional monotheism. Rather, a sense of the sacred is discovered within... (shrink)

Between 1873 and 1876, Felix Klein published a series of papers that he later placed under the rubric anschauliche Geometrie in the second volume of his collected works (1922). The present study attempts not only to follow the course of this work, but also to place it in a larger historical context. Methodologically, Klein’s approach had roots in Poncelet’s principle of continuity, though the more immediate influences on him came from his teachers, Plücker and Clebsch. In the 1860s, Clebsch reworked (...) some of the central ideas in Riemann’s theory of Abelian functions to obtain complicated results for systems of algebraic curves, most published earlier by Hesse and Steiner. These findings played a major role in enumerative geometry, whereas Plücker’s work had a strongly qualitative character that imbued Klein’s early studies. A leitmotif in these works can be seen in the interplay between real curves and surfaces as reflected by their transformational properties. During the early 1870s, Klein and Zeuthen began to explore the possibility of deriving all possible forms for real cubic surfaces as well as quartic curves. They did so using continuity methods reminiscent of Poncelet’s earlier approach. Both authors also relied on visual arguments, which Klein would later advance under the banner of intuitive geometry (anschauliche Geometrie). (shrink)

This article addresses two longstanding challenges for human resource (HR) managers; how far they can and should represent the interests of both management and workers and how they can gain the power to do so. Adopting a Kantian perspective, it is argued that to pursue an ethical human resource management (HRM), HR managers need to go some way to resolving both. Three possible avenues are considered. Contemporary approaches to organisation of the HR role associated with the work of Ulrich are (...) explored as a means of enhancing power, but rejected on the basis of research evidence as unlikely to succeed. Promotion of worker outcomes in the context of developing the link between HRM and performance offers the potential for a more ethical HRM but has not been seized by most HR managers. Finally, implementation of legislative and moral requirements to promote quality of working life is explored through the case of bullying at work. This highlights the boundaries of the HR role in a context of limited power and leads to the conclusion that it is unrealistic to look to HR managers, or at least HR managers alone, to achieve an ethical HRM. (shrink)

This study builds on prior research investigating the antecedents of firm supererogation. Examining vehicle recalls in the U.S. automobile industry from 1966 to 2010 reveals that surveillance-based government enforcement programs can have widespread industry effects on a specific type of supererogatory action, firm volunteerism. Specifically, increases in government surveillance are associated with firms going beyond what is legally required of them by initiating voluntary product recalls for defects not covered in existing government regulation. Such effects are shown to be unique (...) among surveillance efforts as other government enforcement activities, such as standards-based regulation, are revealed to have a negative association with firm supererogation. (shrink)

We present an overview of the topics in the title and of some of the key results pertaining to them. These have historically been topics of interest in computability theory and continue to be a rich source of problems and ideas. In particular, we draw attention to the links and connections between these topics and explore their significance to modern research in the field.

The two main psychological theories of the ordinary conditional were designed to account for inferences made from assumptions, but few premises in everyday life can be simply assumed true. Useful premises usually have a probability that is less than certainty. But what is the probability of the ordinary conditional and how is it determined? We argue that people use a two stage Ramsey test that we specify to make probability judgements about indicative conditionals in natural language, and we describe experiments (...) that support this conclusion. Our account can explain why most people give the conditional probability as the probability of the conditional, but also why some give the conjunctive probability. We discuss how our psychological work is related to the analysis of ordinary indicative conditionals in philosophical logic. (shrink)

Why do gardens matter so much and mean so much to people? That is the intriguing question to which David Cooper seeks an answer in this book. Given the enthusiasm for gardens in human civilization ancient and modern, Eastern and Western, it is surprising that the question has been so long neglected by modern philosophy. Now at last there is a philosophy of gardens. David Cooper identifies garden appreciation as a special human phenomenon distinct from both from the (...) appreciation of art and the appreciation of nature. He discusses the contribution of gardening and other garden-related pursuits to "the good life." And he distinguishes the many kinds of meanings that gardens may have, from their representation of nature to their spiritual significance. A Philosophy of Gardens will open up this subject to students and scholars of aesthetics, ethics, and cultural and environmental studies, and to anyone with a reflective interest in things horticultural. (shrink)

In his quest to solve 'the ever-disquieting riddle of existence', Schopenhauer explored almost every dimension of human existence, developing a darkly compelling worldview that found deep resonance in contemporary literature, music, philosophy, and psychology. This is the first comprehensive biography of Schopenhauer written in English. Placing him in his historical and philosophical contexts, David E. Cartwright tells the story of Schopenhauer's life to convey the full range of his philosophy. He offers a fully documented portrait in which he explores (...) Schopenhauer's fractured family life, his early formative influences, his critical loyalty to Kant, his personal interactions with Fichte and Goethe, his ambivalent relationship with Schelling, his contempt for Hegel, his struggle to make his philosophy known, and his reaction to his late-arriving fame. (shrink)

This 1993 book discusses the rise of the marginalist conception of the firm in the context of economic thought over the past two centuries, and explains why economists continue to defend a theory with demonstrable shortcomings. Professor Schrader argues that the marginalist view of the firm retains its support not through any comparative advantage in empirical or predictive power, but by virtue of its being a part of the predominant marginalist economic programme. The clear problems that beset the marginalist approach (...) to the firm signal a general dilemma for economic theory as a whole. (shrink)

This chapter puts a specific priming effect in memory under the microscope, from a probabilistic point of view. Priming effects in word recognition and memory have typically been viewed as side-effects of the mechanisms of recognition — e.g. as arising from associations between lexical items, which operate automatically. It suggests, instead, that many priming phenomena may arise from the structure of the probabilistic reasoning problem that the perceiver faces. The perceiver has a range of pieces of evidence, but has to (...) infer their likely source. When a piece of evidence from one source is attributed to another, priming may be observed. Huber demonstrates that experimentally observed priming is sensitive to the rational structure of the ‘attribution’ problem, rather than to the operation of mere associative mechanisms. (shrink)

We review the major phenomena of skilled typing and propose a model for the control of the hands and fingers during typing. The model is based upon an Activation‐Trigger‐Schema system in which a hierarchical structure of schemata directs the selection of the letters to be typed and, then, controls the hand and finger movements by a cooperative, relaxation algorithm. The interactions of the patterns of activation and inhibition among the schemata determine the temporal ordering for launching the keystrokes. To account (...) for the phenomena of doubling errors, the model has only “type” schemata—no “token” schemata—with only a weak binding between the special schema that signals a doubling, and its argument. The model exists as a working computer simulation and produces an output display of the hands and fingers moving over the keyboard. It reproduces some of the major phenomena of typing, including the interkeystroke interval times, the pattern of transposition errors found in skilled typists, and doubling errors. Although the model is clearly inadequate or wrong in some of its features and assumptions, it serves as a useful first approximation for the understanding of skilled typing. (shrink)

Immunotoxins are hybrid molecules formed by coupling antibody molecules to powerful toxins of plant or bacterial origin. In experimental systems, immunotoxins have been found to kill cancer cells with great potency and specificity. This article reviews the current status of immunotoxins and some of the problems that have to be overcome before they can be used to treat human malignant disease.

What does it mean that understanding is the primary mode of human being in the world? How can new symbols refigure human temporal possibilities and narrative understandings? How do we interpret life, and what can be claimed as "truth"? These and related questions are explored by a collection of distinguished scholars from a variety of disciplines in Meanings in Texts and Actions. These essays constitute a critical encounter with the philosophy of Paul Ricoeur, who - along with Hans-Georg Gadamer - (...) was largely responsible for the postwar emergence of a new hermeneutics. Having engaged in critical debates with thinkers in virtually every humanistic discipline, Ricoeur has managed to create a conversation among them, as this collection attests. Volume contributors - representatives of a range of disciplines including literary theory, theology and religious studies, comparative literature, film studies, history, political philosophy, ethics, and global studies - take up Ricoeur's questions and pose questions of their own in return. In so doing, they work toward new formulations in our thinking that address the contemporary challenges of deconstruction and postmodernism and pay particular attention to theology and its relation to humanistic culture. (shrink)

David E Cooper; On Reading Nietzsche on Education, Journal of Philosophy of Education, Volume 17, Issue 1, 30 May 2006, Pages 119–126, https://doi.org/10.1111/j.

As discussion intensifies, and critics exploit what they see as a serious press abuse of anonymous sources, this article explores current practices and policies, as well as examines justification for and danger of anonymous source usage. Seven guidelines are listed and discussed which may help editors and reporters decide whether to use the anonymous source: editor authorization, just cause, last resort, fullest possible identification, proportionality, just intentions, and second source verification.