We are sceptical of concerns over the opacity of algorithmic decision tools. While transparency and explainability are certainly important desiderata in algorithmic governance, we worry that automated decision-making is being held to an unrealistically high standard, possibly owing to an unrealistically high estimate of the degree of transparency attainable from human decision-makers. In this paper, we review evidence demonstrating that much human decision-making is fraught with transparency problems, show in what respects AI fares little worse or better and argue that (...) at least some regulatory proposals for explainable AI could end up setting the bar higher than is necessary or indeed helpful. The demands of practical reason require the justification of action to be pitched at the level of practical reason. Decision tools that support or supplant practical reasoning should not be expected to aim higher than this. We cast this desideratum in terms of Daniel Dennett’s theory of the “intentional stance” and argue that since the justification of action for human purposes takes the form of intentional stance explanation, the justification of algorithmic decisions should take the same form. In practice, this means that the sorts of explanations for algorithmic decisions that are analogous to intentional stance explanations should be preferred over ones that aim at the architectural innards of a decision tool. (shrink)

Kant’s philosophy of science takes on sharp contour in terms of his interaction with the practicing life scientists of his day, particularly Johann Blumenbach and the latter’s student, Christoph Girtanner, who in 1796 attempted to synthesize the ideas of Kant and Blumenbach. Indeed, Kant’s engagement with the life sciences played a far more substantial role in his transcendental philosophy than has been recognized hitherto. The theory of epigenesis, especially in light of Kant’s famous analogy in the first Critique, posed crucial (...) questions regarding the ‘looseness of fit’ between the constitutive and the regulative in Kant’s theory of empirical law. A detailed examination of Kant’s struggle with epigenesis between 1784 and 1790 demonstrates his grave reservations about its hylozoist implications, leading to his even stronger insistence on the discrimination of constitutive from regulative uses of reason. The continuing relevance of these issues for Kant’s philosophy of science is clear from the work of Buchdahl and its contemporary reception. (shrink)

The danger of human operators devolving responsibility to machines and failing to detect cases where they fail has been recognised for many years by industrial psychologists and engineers studying the human operators of complex machines. We call it “the control problem”, understood as the tendency of the human within a human–machine control loop to become complacent, over-reliant or unduly diffident when faced with the outputs of a reliable autonomous system. While the control problem has been investigated for some time, up (...) to this point its manifestation in machine learning contexts has not received serious attention. This paper aims to fill that gap. We argue that, except in certain special circumstances, algorithmic decision tools should not be used in high-stakes or safety-critical decisions unless the systems concerned are significantly “better than human” in the relevant domain or subdomain of decision-making. More concretely, we recommend three strategies to address the control problem, the most promising of which involves a complementary coupling between highly proficient algorithmic tools and human agents working alongside one another. We also identify six key principles which all such human–machine systems should reflect in their design. These can serve as a framework both for assessing the viability of any such human–machine system as well as guiding the design and implementation of such systems generally. (shrink)

In this 2nd edition, John Gray adds an extensive postscript which defends the interpretation of Mill set out in the first edition, but develops radical criticisms of the substance of Millian and other liberalism.

The leading hypothesis concerning the “reuse” or “recycling” of neural circuits builds on the assumption that evolution might prefer the redeployment of established circuits over the development of new ones. What conception of cognitive architecture can survive the evidence for this hypothesis? In particular, what sorts of “modules” are compatible with this evidence? I argue that the only likely candidates will, in effect, be the columns which Vernon Mountcastle originally hypothesized some 60 years ago, and which form part of the (...) well-known columnar hypothesis in neuroscience—systems that cannot handle gross cognitive functions as distinct from strictly exiguous subfunctions. This is in stark contrast to the modules postulated by much of cognitive psychology, cognitive neuropsychology, and evolutionary psychology. And yet the fate of this revised notion is unclear. The main issue confronting it is the effect of the neural network context on local function. At some point the effects of context are so strong that the degree of specialization required for modularity is not able to be met. Still, despite indications from neuroimaging that peripheral and central systems deploy shared circuitry, some skills clearly do seem to display modularization and autonomy. This article: provides an in-depth analytical and historical review of the fortunes of modular thinking in cognitive science; offers a systematic calibration of brain regions in terms of degrees of functional specificity and robustness; and suggests another way of accounting for the partially encapsulated character of expertise and other highly practiced skills without having to resort to domain-specific modules. (shrink)

The past two decades have witnessed a revival of interest in multiple realization and multiply realized kinds. Bechtel and Mundale’s (1999) illuminating discussion of the subject must no doubt be credited with having generated much of this renewed interest. Among other virtues, their paper expresses what seems to be an important insight about multiple realization: that unless we keep a consistent grain across realized and realizing kinds, claims alleging the multiple realization of psychological kinds are vulnerable to refutation. In this (...) paper I argue that, intuitions notwithstanding, the terms of their recommendation make it impossible to follow, while also misleadingly insinuating that its application virtually guarantees mind-brain identity. Instead of a matching of grains, what multiple realization really requires is a principled method for adjudicating upon differences between tokens. Shapiro’s (2000) work on multiple realization can be understood as an attempt to adumbrate just such a method. While his “causal relevance” criterion can easily be mistaken for Bechtel and Mundale’s grain requirement, my analysis reveals exactly where and why these two tests diverge. (shrink)

Peter Hare published two books about philosophy, both co-authored with his colleague Edward Madden. The first was Evil and the Problem of God, while the second was titled Causing, Perceiving and Believing: An Examination of the Philosophy of C. J. Ducasse (Dordrecht, Holland: D. Reidel), published in 97 . Hare's choice of Ducasse for extended study tells us a great deal about Hare's own interests. Ducasse was a confessedly analytic philosopher who advocated several views extending classical American themes. From metaphysics (...) and epistemology to ethics and aesthetics, Ducasse struck Hare as a philosopher worthy of promotion and preservation.Hare and Madden had an interest in Ducasse for some years.1 However, there .. (shrink)

Modularity is a fundamental doctrine in the cognitive sciences. It holds a preeminent position in cognitive psychology and generative linguistics, as well as a long history in neurophysiology, with roots going all the way back to the early nineteenth century. But a mature field of neuroscience is a comparatively recent phenomenon and has challenged orthodox conceptions of the modular mind. One way of accommodating modularity within the new framework suggested by these developments is to go for increasingly soft versions of (...) modularity. One such version, which I call the “system” view, is so soft that it promises to meet practically any challenge neuroscience can throw at it. In this paper, I reconsider afresh what we ought to regard as the sine qua non of modularity and offer a few arguments against the view that an insipid “system” module could be the legitimate successor of the traditional notion. (shrink)

Evidence of the pervasiveness of neural reuse in the human brain has forced a revision of the standard conception of modularity in the cognitive sciences. One persistent line of argument against such revision, however, cites the evidence of cognitive dissociations. While this article takes the dissociations seriously, it contends that the traditional modular account is not the best explanation. The key to the puzzle is neural redundancy. The article offers both a philosophical analysis of the relation between reuse and redundancy (...) as well as a plausible solution to the problem of dissociations. (shrink)

A concise, reader-friendly overview of pragmatism, the most influential school of American philosophical thought.

_A Companion to Pragmatism,_ comprised of 38 newly commissioned essays, provides comprehensive coverage of one of the most vibrant and exciting fields of philosophy today. Unique in depth and coverage of classical figures and their philosophies as well as pragmatism as a living force in philosophy. Chapters include discussions on philosophers such as John Dewey, Jürgen Habermas and Hilary Putnam.

The conflict between Kant and the medical faculty was far more complex and substantial than is indicated in the section of his famous Conflict of the Faculties addressing this matter. In this essay I will consider not only what Kant, as a philoso­pher, thought of medicine as a faculty, but what medicine as a faculty thought of Kant as a philosopher.

The conflict between Kant and the medical faculty was far more complex and substantial than is indicated in the section of his famous Conflict of the Faculties addressing this matter. In this essay I will consider not only what Kant, as a philoso­pher, thought of medicine as a faculty, but what medicine as a faculty thought of Kant as a philosopher.

Techniques for achieving moral enhancement will modify brain processes to produce what is alleged to be more moral conduct. Neurophilosophy and neuroethics must ponder what “moral enhancement” could possibly be, if possible at all. Objections to the very possibility of moral enhancement, raised from various philosophical and neuroscientific standpoints, fail to justify skepticism, but they do place serious constraints on the kinds of efficacious moral enhancers. While there won't be a “morality pill,” and hopes for global moral enlightenment will remain (...) hopes, there will be a large variety of behavioral modifiers described as enhancers of some aspect of morality or another according to prevailing social norms. The most likely moral enhancers that will be designed, tested, and marketed in the near future will attempt to alleviate seriously immoral and illegal behavior. Some enhancers diminishing antisocial conduct and a few designed to elevate moral conduct above normal levels will also become available, although their widespread use is doubtful. There will also be specialized modifications for enhancing whatever an individual personally regards as moral, and for enabling better performance by a person in an operational role. A measure of skepticism toward all the proposed kinds of moral enhancement is advised, and where political implementation of moral enhancers is concerned, a healthy amount of cynicism as well. (shrink)

In “Causality and Determination,” Anscombe rejects the two received opinions on the nature of causality in the modern philosophical tradition. She rejects the Humean conception of universal generalization based on the constant conjunction in experience of cause and effect, and she also rejects the notion that causality entails a necessary connection between cause and effect. As an alternative, she suggests that the core notion of causality is one of the derivativeness of the effect from the cause. Her consideration of causality (...) ranges generally over all types of causality, but I believe that the most significant implication of her position is in application to the causality of human action. In this paper, I will articulate what I take to be that position. (shrink)

In “Causality and Determination,” Anscombe rejects the two received opinions on the nature of causality in the modern philosophical tradition. She rejects the Humean conception of universal generalization based on the constant conjunction in experience of cause and effect, and she also rejects the notion that causality entails a necessary connection between cause and effect. As an alternative, she suggests that the core notion of causality is one of the derivativeness of the effect from the cause. Her consideration of causality (...) ranges generally over all types of causality, but I believe that the most significant implication of her position is in application to the causality of human action. In this paper, I will articulate what I take to be that position. (shrink)

This book is a reprint of Part II of Dewey and Tufts 1938 version of the Ethics.

Are theories ‘underdetermined by the evidence’ in any way that should worry the scientific realist? I argue that no convincing reason has been given for thinking so. A crucial distinction is drawn between data equivalence and empirical equivalence. Duhem showed that it is always possible to produce a data equivalent rival to any accepted scientific theory. But there is no reason to regard such a rival as equally well empirically supported and hence no threat to realism. Two theories are empirically (...) equivalent if they share all consequences expressed in purely observational vocabulary. This is a much stronger requirement than has hitherto been recognised— two such ‘rival’ theories must in fact agree on many claims that are clearly theoretical in nature. Given this, it is unclear how much of an impact on realism a demonstration that there is always an empirically equivalent ‘rival’ to any accepted theory would have—even if such a demonstration could be produced. Certainly in the case of the version of realism that I defend—structural realism—such a demonstration would have precisely no impact: two empirically equivalent theories are, according to structural realism, cognitively indistinguishable. (shrink)

Neuroethics applies cognitive neuroscience for prescribing alterations to conceptions of self and society, and for prescriptively judging the ethical applications of neurotechnologies. Plentiful normative premises are available to ground such prescriptivity, however prescriptive neuroethics may remain fragmented by social conventions, cultural ideologies, and ethical theories. Herein we offer that an objectively principled neuroethics for international relevance requires a new meta-ethics: understanding how morality works, and how humans manage and improve morality, as objectively based on the brain and social sciences. This (...) new meta-ethics will simultaneously equip neuroethics for evaluating and revising older cultural ideologies and ethical theories, and direct neuroethics towards scientifically valid views of encultured humans intelligently managing moralities. Bypassing absolutism, cultural essentialisms, and unrealistic ethical philosophies, neuroethics arrives at a small set of principles about proper human flourishing that are more culturally inclusive and cosmopolitan in spirit. This cosmopolitanism in turn suggests augmentations to traditional medical ethics in the form of four principled guidelines for international consideration: empowerment, non-obsolescence, self-creativity, and citizenship. (shrink)

John Dewey developed sophisticated theories for a liberal civil society and a deliberative democracy. These theories have recently enjoyed renewed attention, discussion, and practical application.1 However, no consensus on Dewey's primary theoretical strategies has yet emerged.2 What precisely was Dewey's justification for democracy and its superiority over other ways of life and forms of government? This essay explains how Dewey attempted to formulate a philosophical justification for democracy on ethical grounds, rather than just epistemic or satisfaction-maximization grounds alone. Provided (...) with a solid ethical foundation, progressive and participatory democracy could become a practical, achievable, and highly .. (shrink)

Catholic moral philosophy requires an absolute prohibition against the direct killing of innocents. In this paper I consider some examples of justified actionswhich involve the killing of innocent persons and will present them as cases about which I am confident many others will share the same intuitions. I willthen try to show what conditions apply in such cases that justify those intuitions. I will argue that their justification is in accordance with a modified version of theFinnis, Grisez, Boyle interpretation of (...) the doctrine of double effect; it defends their interpretation of what is direct versus indirect in cases of double effect, and meets the proportionality condition in a way suggested by Philippa Foot regarding the virtues of justice and charity. (shrink)

_ Source: _Page Count 9 Robert Doran claims that the sublime is all about transcendence transferred from the religious to the aesthetic domain of experience. Taken in this philosophical rather than stylistic sense, it proved crucial for the development of modern subjectivity. Doran traces the issue from Longinus through the decisive reception of Nicolas Boileau, who first distinguished le sublime from le style sublime, on to an extended engagement with Immanuel Kant. In all this he seeks its place in the (...) rise of the modern bourgeois subject. The social-historical connections tend to be a bit overstated, first, with regard to Boileau and the idea of the honnête homme, and especially with the claim that “Burke treats aesthetic concepts as proxies for sociopolitical categories.” It is not fruitful for an understanding of Kant, either. This weakens his powerful argument for the philosophical significance of the sublime in modern thought. (shrink)

Epigenesis has become a far more exciting issue in Kant studies recently, especially with the publication of Jennifer Mensch’s Kant’ Organicism. In my commentary, I propose to clarify my own position on epigenesis relative to that of Mensch by once again considering the discourse of epigenesis in the wider eighteenth century. In order to situate more precisely what Kant made of it in his own thought, I distinguish the metaphysical use Kant made of epigenesis from his rejection of its aptness (...) as a theory for life science. In that light, I raise questions about the scope and authority of philosophy vis à vis natural science. (shrink)

Epigenesis has become a far more exciting issue in Kant studies recently, especially with the publication of Jennifer Mensch’s Kant’ Organicism. In my commentary, I propose to clarify my own position on epigenesis relative to that of Mensch by once again considering the discourse of epigenesis in the wider eighteenth century. In order to situate more precisely what Kant made of it in his own thought, I distinguish the metaphysical use Kant made of epigenesis from his rejection of its aptness (...) as a theory for life science. In that light, I raise questions about the scope and authority of philosophy vis à vis natural science. (shrink)

Herder's Naturalist Aesthetics, by ZuckertRachel. Cambridge, UK: Cambridge University Press, 2019. Pp. 276.

The principle of "organism"—of intrinsic and dynamic unity—and the existence of "organized bodies"—of living things—in the physical world represented crucial preoccupations for philosophers of nature and experimental naturalists across the eighteenth century. How to make sense of these in a manner consistent with a unified scientific understanding of the physical world became the inevitable challenge that accompanied these recognitions. In just this theoretical enterprise, Leibniz emerges to historical scrutiny as an indispensable and pervasive influence. Thus, we are very fortunate to (...) have the body of scholarship that François Duchesneau has devoted to this topic over the course of his illustrious career. In this... (shrink)

Evidentialism is generally taken to be a position which is not friendly to a religious epistemology. However, in this paper, I will argue for a religious epistemology which is compatible with fundamental tenets of an evidentialist position on epistemic justification. It is a position which entails both a “will to believe” which goes beyond the standard evidentialist principles governing the appropriate doxastic attitude towards a proposition, but nonetheless satisfies epistemic principles at the basis of an evidentialist position on justification. If (...) my argument is successful, a proponent of a conception of religious faith may be able to have her cake and eat it too: namely, she may be able to fundamentally accept both the evidentialist demand that epistemically rational belief fit, or be supported by evidence as well as the position that rational faith is willing belief beyond what one’s evidence strictly demands. (shrink)

In his Inductive Inference and Its Natural Ground: An Essay in Naturalistic Epistemology, Hilary Kornblith presents an argument for the justification of induction that is bold, brilliant, and plausible, but radically incomplete. In the development of this position, Kornblith relies heavily on the philosophical work of Richard Boyd as well as on some empirical psychological studies. As Kornblith sees it, the philosophical position entailed by his proposed solution to the problem is a thoroughgoing, realistic, scientific materialism. I will argue that (...) the brand of realism that Kornblith’s solution to the problem of induction presupposes is inexplicable within the context of the non-reductive materialism that he espouses. Although Kornblith provides us with valuable elements for a solution to the problem of induction, it needs to be supplemented with something like a renovated Aristotelian notion of form in order for the solution to be plausible. (shrink)

Dietrich von Hildebrand’s treatise The Nature of Love is set in relation to the theological personalism of the Cappadocian fathers of the Church, and to my own earlier work done in this tradition. Several points of divergence are explored, especially points concerning von Hildebrand’s claim that love exists as a response to the beauty of the beloved person. God’s love for human beings does not always seem to fit the paradigm of value-response; His love seems to be creative of beauty (...) in us rather than to respond to already existing beauty. But at the same time, the deep kinship of von Hildebrand’s personalism with that of the Cappadocian fathers is stressed; he is at one with them in affirming the heart as distinct from the intellect, in affirming love as the supreme act of the person, and in affirming the place of beauty in the existence of persons. (shrink)