Kolodny and MacFarlane have made a pioneering contribution to our understanding of how the interpretation of deontic modals can be sensitive to evidence and information. But integrating the discussion of information-sensitivity into the standard Kratzerian framework for modals suggests ways of capturing the relevant data without treating deontic modals as “informational modals” in their sense. I show that though one such way of capturing the data within the standard semantics fails, an alternative does not. Nevertheless I argue that we have (...) good reasons to adopt an information-sensitive semantics of the general type Kolodny and MacFarlane describe. Contrary to the standard semantics, relative deontic value between possibilities sometimes depends on which possibilities are live. I develop an ordering semantics for deontic modals that captures this point and addresses various complications introduced by integrating the discussion of information-sensitivity into the standard semantic framework. By attending to these complexities, we can also illuminate various roles that information and evidence play in logical arguments, discourse, and deliberation. (shrink)

This paper provides new examples of vagueness phenomena with comparatives. I show that explicit comparatives of the form ‘x is ADJ-er than y’ can be vague due to a fuzziness in how much of a given property makes for a difference in ADJ-ness. Vagueness can be associated not only with how ADJ something must be to count as ADJ, but with how ADJ things are. The examples I provide cannot be reduced to cases of indiscriminability or fuzziness in relevant dimensions, (...) standards, or measurement procedures. A revised degree-based semantics with semiorders, a type of well studied threshold structure, is developed. The semantics captures the truth of tolerance claims expressing that adjacent items in a sorites series are relevantly indistinguishable; and it avoids treating the tolerance claim as implying the inductive premise in a three-step sorites argument. (shrink)

In this paper, we consider how certain longstanding philosophical questions about mental representation may be answered on the assumption that cognitive and perceptual systems implement hierarchical generative models, such as those discussed within the prediction error minimization framework. We build on existing treatments of representation via structural resemblance, such as those in Gładziejewski :559–582, 2016) and Gładziejewski and Miłkowski, to argue for a representationalist interpretation of the PEM framework. We further motivate the proposed approach to content by arguing that it (...) is consistent with approaches implicit in theories of unsupervised learning in neural networks. In the course of this discussion, we argue that the structural representation proposal, properly understood, has more in common with functional-role than with causal/informational or teleosemantic theories. In the remainder of the paper, we describe the PEM framework for approximate Bayesian inference in some detail, and discuss how structural representations might arise within the proposed Bayesian hierarchies. After explicating the notion of variational inference, we define a subjectively accessible measure of misrepresentation for hierarchical Bayesian networks by appeal to the Kullbach–Leibler divergence between posterior generative and approximate recognition densities, and discuss a related measure of objective misrepresentation in terms of correspondence with the facts. (shrink)

Interdisciplinary work on the nature of borders and society has enriched and complicated our understanding of democracy, community, distributive justice, and migration. It reveals the cognitive bias of methodological nationalism, which has distorted normative political thought on these topics, uncritically and often unconsciously adapting and reifying state‐centered conceptions of territory, space, and community. Under methodological nationalism, state territories demarcate the boundaries of the political; society is conceived as composed of immobile, culturally homogenous citizens, each belonging to one and only one (...) state; and the distribution of goods is analyzed according to a stark opposition between the domestic and the international. This article describes how methodological nationalism has shaped central debates in political philosophy and introduces recent work that helps dispel this bias. (shrink)

This book investigates context-sensitivity in natural language by examining the meaning and use of a target class of theoretically recalcitrant expressions. These expressions-including epistemic vocabulary, normative and evaluative vocabulary, and vague language -exhibit systematic differences from paradigm context-sensitive expressions in their discourse dynamics and embedding properties. Many researchers have responded by rethinking the nature of linguistic meaning and communication. Drawing on general insights about the role of context in interpretation and collaborative action, Silk develops an improved contextualist theory of CR-expressions (...) within the classical truth-conditional paradigm: Discourse Contextualism. The aim of Discourse Contextualism is to derive the distinctive linguistic behavior of a CR-expression from a particular contextualist interpretation of an independently motivated formal semantics, along with general principles of interpretation and conversation. It is shown how in using CR-expressions, speakers can exploit their mutual grammatical and world knowledge, and general pragmatic reasoning skills, to coordinate their attitudes and negotiate about how the context should evolve. The book focuses primarily on developing a Discourse Contextualist semantics and pragmatics for epistemic modals. The Discourse Contextualist framework is also applied to other categories of epistemic vocabulary, normative and evaluative vocabulary, and vague adjectives. The similarities/differences among these expressions, and among context-sensitive expressions more generally, have been underexplored. The development of Discourse Contextualism in this book sheds light on general features of meaning and communication, and the variety of ways in which context affects and is affected by uses of language. Discourse Contextualism provides a fruitful framework for theorizing about various broader issues in philosophy, linguistics, and cognitive science. (shrink)

ABSTRACTMany discussions of the ‘preface paradox’ assume that it is more troubling for deductive closure constraints on rational belief if outright belief is reducible to credence. I show that this is an error: we can generate the problem without assuming such reducibility. All that we need are some very weak normative assumptions about rational relationships between belief and credence. The only view that escapes my way of formulating the problem for the deductive closure constraint is in fact itself a reductive (...) view: namely, the view that outright belief is credence 1. However, I argue that this view is unsustainable. Moreover, my version of the problem turns on no particular theory of evidence or evidential probability, and so cannot be avoided by adopting some revisionary such theory. In sum, deductive closure is in more serious, and more general, trouble than some have thought. (shrink)

Standard responses to the knowledge argument grant that Mary could know all of the physical facts even while trapped inside her black‐and‐white room. What they deny is that upon leaving her black‐and‐white room and experiencing red for the first time, Mary learns a genuinely new fact. This paper develops an alternate response in a grounding physicalist framework, on which Mary does not know all of the physical facts while trapped inside the room. The main thesis is that Mary does not (...) know certain phenomenal facts while trapped inside the room, whereby these facts classify as physical due to being wholly and fully metaphysically grounded in the underlying fundamental facts which are themselves entirely physical. (shrink)

Response-dependence theories have historically been very popular in aesthetics, and aesthetic response-dependence has motivated response-dependence in ethics. This chapter closely examines the prospects for such theories. It breaks this category down into dispositional and fittingness strands of response-dependence, corresponding to descriptive and normative ideal observer theories. It argues that the latter have advantages over the former but are not themselves without issue. Special attention is paid to the relationship between hedonism and response-dependence. The chapter also introduces two aesthetic properties that (...) lead to wrong kinds of reasons problems for aesthetic response-dependence: insightfulness and the capacity to change one’s perspective. These properties do not have obvious parallels in the ethical domain, and so present an obstacle for response-dependence even in aesthetics. The chapter ends by examining replies on behalf of the response-dependence theorist, ultimately suggesting that a restricted form of response-dependence is the most promising way forward for fans of such theories. (shrink)

Should we understand implicit attitudes on the model of belief? I argue that implicit attitudes are (probably) members of a different psychological kind altogether, because they seem to be insensitive to the logical form of an agent’s thoughts and perceptions. A state is sensitive to logical form only if it is sensitive to the logical constituents of the content of other states (e.g., operators like negation and conditional). I explain sensitivity to logical form and argue that it is a necessary (...) condition for belief. I appeal to two areas of research that seem to show that implicit attitudes fail spectacularly to satisfy this condition—although persistent gaps in the empirical literature leave matters inconclusive. I sketch an alternative account, according to which implicit attitudes are sensitive merely to spatiotemporal relations in thought and perception, i.e., the spatial and temporal orders in which people think, see, or hear things. (shrink)

In this paper, I argue that theories of perception that appeal to Helmholtz’s idea of unconscious inference (“Helmholtzian” theories) should be taken literally, i.e. that the inferences appealed to in such theories are inferences in the full sense of the term, as employed elsewhere in philosophy and in ordinary discourse. -/- In the course of the argument, I consider constraints on inference based on the idea that inference is a deliberate acton, and on the idea that inferences depend on the (...) syntactic structure of representations. I argue that inference is a personal-level but sometimes unconscious process that cannot in general be distinguished from association on the basis of the structures of the representations over which it’s defined. I also critique arguments against representationalist interpretations of Helmholtzian theories, and argue against the view that perceptual inference is encapsulated in a module. (shrink)

This paper argues that we ought to rethink the harm-reduction prioritization strategy that has shaped early responses to acute resource scarcity (particularly of intensive care unit beds) during the COVID-19 pandemic. Although some authors have claimed that “[t]here are no egalitarians in a pandemic,” it is noted here that many observers and commentators have been deeply concerned about how prioritization policies that proceed on the basis of survival probability may unjustly distribute the burden of mortality and morbidity, even while reducing (...) overall deaths. The paper further argues that there is a general case in favor of an egalitarian approach to medical rationing that has been missed in the ethical commentary so far; egalitarian approaches to resource rationing minimize wrongful harm. This claim is defended against some objections and the paper concludes by explaining why we should consider the possibility that avoiding wrongful harm is more important than avoiding harm simpliciter. (shrink)

In Ep. 50, Spinoza argues at length that “someone who calls God one or unique does not have a true idea of God, or is speaking improperly about him.” This text is striking, given the declarations in many writings, including the Ethics, that God is the one, unique substance. While recent commentators have attempted to render Ep. 50 consistent with the rest of Spinoza’s corpus, I instead argue that Spinoza’s stance on God’s oneness evolved over the course of his career. (...) This evolution, which in fact contains a number of twists and turns, is driven not only by consideration of the proper meaning of ‘one’ and ‘unique’ but also by the question of whether God’s essence and God’s existence are numerically identical. Regarding the latter, I argue that Spinoza came to reject this identity claim late in life, and that this explains his final change in viewpoint regarding God’s oneness in Ep. 83. (shrink)

Discussions of aesthetic reasons and normativity are becoming increasingly popular. This piece outlines six basic questions about aesthetic reasons, normativity, and value and discusses the space of possible answers to these questions. I divide the terrain into two groups of three questions each. First are questions about the shape of aesthetic reasons: what they favour, how strong they are, and where they come from. Second are relational questions about how aesthetic reasons fit into the wider normative landscape: whether they are (...) distinctive, what their normative status is, and how they interact with each other and with non-aesthetic reasons. This piece aims to provide a taxonomy to clarify and organise the burgeoning literature and to make a few concrete suggestions for avenues of future research. (shrink)

This article puts pressure on moral motivational internalism and rejects normative motivational internalism by arguing that we should be aesthetic motivational externalists. Parallels between aesthetic and moral normativity give us new reason to doubt moral internalism. I address possible disanalogies, arguing that either they fail, or they succeed, but aren’t strong enough to underwrite a motivational difference between the domains. Furthermore, aesthetic externalism entails normative externalism, providing further presumptive evidence against moral internalism. I also make the case that, regardless of (...) these particular conclusions, examining different normative domains alongside each other is a fruitful way to move debates forward. (shrink)

This chapter is centered around an apparent tension that research on implicit bias raises between virtue and social knowledge. Research suggests that simply knowing what the prevalent stereotypes are leads individuals to act in prejudiced ways—biasing decisions about whom to trust and whom to ignore, whom to promote and whom to imprison—even if they reflectively reject those stereotypes. Because efforts to combat discrimination obviously depend on knowledge of stereotypes, a question arises about what to do next. This chapter argues that (...) the obstacle to virtue is not knowledge of stereotypes as such, but the “accessibility” of such knowledge to the agent who has it. “Accessibility” refers to how easily knowledge comes to mind. Social agents can acquire the requisite knowledge of stereotypes while resisting their pernicious influence, so long as that knowledge remains, in relevant contexts, relatively inaccessible. (shrink)

In what circumstances is it legitimate to use force? How should force be used? These are two of the most crucial questions confronting world politics today. The Just War tradition provides a set of criteria which political leaders and soldiers use to defend and rationalize war. This book explores the evolution of thinking about just wars and examines its role in shaping contemporary judgements about the use of force, from grand strategic issues of whether states have a right to pre-emptive (...) self-defence, to the minutiae of targeting. Bellamy maps the evolution of the Just War tradition, demonstrating how it arose from a myriad of sub-traditions, including scholasticism, the holy war tradition, chivalry, natural law, positive law, Erasmus and Kant's reformism, and realism from Machiavelli to Morgenthau. He then applies this tradition to a range of contemporary normative dilemmas related to terrorism, pre-emption, aerial bombardment and humanitarian intervention. (shrink)

English has plural terms as well as singular terms. But our standard formal languages, e.g., the predicate calculus, feature only singular terms. How can the plural idiom be formalized?‘Changing the subject’ is by far the most common plurals strategy among both philosophers and linguists: a plural term is replaced by a singular term standing for some complex object that ‘contains’ the individuals to which the plural term alludes. For example, one might simply replace ‘A, B imply C’ with ‘{A, B} (...) implies [singular] C’. We uncover a surprising variety of ways to change the subject, of ever‐increasing complexity and ingenuity. Our question is whether any can made to work. (shrink)

It is widely held in contemporary philosophy of mind that states with underived representational content are ipso facto psychological states. This view—the Content View—underlies a number of interesting philosophical projects, such as the attempt to pick out a psychological level of explanation, to demarcate genuinely psychological from non-psychological states, and to limn the class of states with phenomenal character. The most detailed and influential theories of underived representation in philosophy are the tracking theories developed by Fodor, Dretske, Millikan and others. (...) Tracking theorists initially hoped to ‘naturalize’ underived representation by showing that although it is distinctively psychological it is not irreducibly so, yet they ended up developing theories of representation that by their own lights don’t pick out a distinctively psychological phenomenon at all. Burge sets out to develop a theory of underived representation that does pick out a distinctively psychological phenomenon. His theory promises to vindicate the Content View and the various philosophical projects that depend on it. In this paper I argue that Burge’s theory dementalizes representation for the same reason tracking theories do: These theories hold that representations are states with underived accuracy conditions, yet such states are found in all sorts of mindless systems, like plants. (shrink)

James Anderson and Greg Welty have resurrected an argument for God’s existence, which we will call the argument from logic. We present three lines of response against the argument, involving the notion of necessity involved, the notion of intentionality involved, and then we pose a dilemma for divine conceptualism. We conclude that the argument faces substantial problems.

Resumo: Neste ensaio, pretende-se uma aproximação crítica e interpretativa sobre o conceito de “devir negro”, na atualidade, trazido, sobretudo, pelo pensador camaronês Achille Mbembe. Seu pensamento se insere num contexto de fluidez da compreensão desses temas, a partir da lógica capitalista, no continente africano e no mundo. Dessa maneira, buscou-se refletir acerca da constituição do pensamento de Mbembe e da forma como ele compreendeu as práticas de governamentabilidade, na superação da dominação colonial. Defende-se que é preciso afirmar-se negro, para negar (...) o lugar que lhe foi imputado, ou seja, empreender um processo de negação para um “devir”. Portanto, negar-se como “o outro” do “outro”, mas, sim, afirmar-se como seu igual na diferença. Com efeito, a estereotipia negativa contra o negro e o aprofundamento das diferenças entre os grupos étnicos ganham novas e outras dimensões, em função do modo de exploração capitalista.: In this essay, a critical and interpretive aproach to the concept of “devir black” is nowadays brought, above all, from Cameroonian thinker Achille Mbembe. His thinking is part of a context of fluidity in the understanding of these themes based on capitalist logic in the African continent and in the world. In this way, we sought to reflect the constitution of Mbembe’s thought and the way he understood the practices of governance in overcoming colonial domination. It is argued that it is necessary to claim to be black instead of denying the place attributed to it, that is, to undertake a process of denial for a “becoming”. Therefore, to deny yourself as “the other” of the “other”, but rather to assert yourself as your equal in difference. Indeed, the negative stereotypy against blacks and the deepening of differences between ethnic groups, takes on new dimensions, based on the mode of capitalist exploitation. (shrink)

This paper uses Carl Ginet's concept of “disinterested justification” to identify the boundaries of the epistemic authority of courts. It claims that courts exercise this authority only in the “interest-free” zone, in which their determinations of disputed facts’ probabilities can be made and justified on epistemic grounds alone. This is not the case with the “interest-laden” domain, where courts allocate risks of error under conditions of uncertainty. This domain is controlled by the risk-allocating evidentiary rules: burdens of proof, corroboration, hearsay, (...) opinion, character, and others. These rules are driven by moral and political, rather than epistemic, reasons. Their role is to allocate the risk of error among plaintiffs, defendants, and prosecution by setting forth probability thresholds for findings of fact and the criteria for adequacy of the evidence upon which those findings can be made. (shrink)

The debate over when medical research may be performed in developing countries has steered clear of the broad issues of social justice in favor of what seem more tractable, practical issues. A better approach will reframe the question of justice in international research in a way that makes explicit the links between medical research, the social determinants of health, and global justice.

When one faces competing claims of varying strength on public resources for health, which claims count? This paper proposes the following answer. One should count, or aggregate, a person’s claim just in case one could sympathize with her desire to prioritize her own claim over the strongest competing claim. It argues that this principle yields appealing case judgments and has a plausible grounding in both sympathetic identification with each person, taken separately, and respect for the person for whom most is (...) at stake. It also defends this principle against several heretofore unanswered objections. (shrink)

The “fair benefits” approach to international research is designed to produce results that all can agree are fair without taking a stand on divisive questions of justice. But its appealing veneer of collaboration masks ambiguities at both a conceptual and an operational level. An attempt to put it into practice would look a lot like an auction, leaving little reason to think the outcomes will satisfy even minimal conditions of fairness.

To judge from the rash of recent law review articles, it is a miracle that research with human subjects in the U.S. continues to draw breath under the asphyxiating heel of the rent-seeking, creativity-stifling, jack-booted bureaucrethics that is the current system of research ethics oversight and review. Institutional Review Boards, sometimes called Research Ethics Committees, have been accused of perpetrating “probably the most widespread violation of the First Amendment in our nation's history,” resulting in a “disaster, not only for academics, (...) but for the whole nation.” One member of the President's Council on Bioethics went so far as to assert, “There has been no greater damage to academic freedom in the United States in my lifetime. And my lifetime encompasses McCarthy and it encompasses political correctness, both.” Locked in the bureaucratic “iron cage” of IRB oversight, critics charge that researchers have been transformed into a vulnerable, exposed population, subject to domination, that has been likened in one case to a kind of “Tuskegee in reverse.”. (shrink)

Neuroclassicism is the view that cognition is explained by “classical” computing mechanisms in the nervous system that exhibit a clear demarcation between processing machinery and read–write memory. The psychologist C. R. Gallistel has mounted a sophisticated defense of neuroclassicism by drawing from ethology and computability theory to argue that animal brains necessarily contain read–write memory mechanisms. This argument threatens to undermine the “connectionist” orthodoxy in contemporary neuroscience, which does not seem to recognize any such mechanisms. In this paper I argue (...) that the neuroclassicist critique rests on a misunderstanding of how computability theory constrains theorizing about natural computing mechanisms. (shrink)

Many epistemologists call themselves ‘fallibilists’. But many philosophers of language hold that the meaning of epistemic usages of ‘possible’ ensures a close knowledge- possibility link : a subject’s utterance of ‘it’s possible that not-p’ is true only if the subject does not know that p. This seems to suggest that whatever the core insight behind fallibilism is, it can’t be that a subject could have knowledge which is, for them, possibly false. I argue that, on the contrary, subjects can have (...) such possibly false knowledge. My ultimate aim, then, is to vindicate a very robust form of fallibilism. Uniquely, however, the account I offer does this while also allowing that concessive knowledge attributions – sentences of the form “I know that p, but it’s possible that not-p” – are not only infelicitous but actually false whenever uttered. The account predicts this result without conceding KPL. I argue that my account has the resources to explain some related cases for which the KPL account yields the wrong predictions. Taken as a whole, the linguistic data not only do not support the proposal that subjects cannot have possibly false knowledge, but indeed positively favor the proposal that they can. (shrink)

This essay examines a recent line of thought in aesthetics that challenges realist-leaning aesthetic theories. According to this line of thought, aesthetic diversity and disagreement are good, and our aesthetic judgments, responses, and attachments are deeply personal and even identity-constituting. These facts are further used to support anti-realist theories of aesthetic normativity. I aim to achieve two goals: (1) to disentangle arguments concerning diversity, disagreement, and personality; and (2) to offer realist-friendly replies to all three.

To give substance to the rhetoric of ‘learning health systems’, a variety of novel trial designs are being explored to more seamlessly integrate research with medical practice, reduce study duration and reduce the number of participants allocated to ineffective interventions. Many of these designs rely on response adaptive randomisation. However, critics charge that RAR is unethical on the grounds that it violates the principle of equipoise. In this paper, I reconstruct critiques of RAR as holding that it is inconsistent with (...) five important ethical principles. I then argue that these criticisms rest on a faulty view of equipoise encouraged by the idea that a RAR study models the beliefs of a single rational agent about the relative merits of the interventions being studied. I outline a view in which RAR models an idealised health system in which diverse communities of fully informed experts shrink or grow as their constituent members update their expert opinions in light of reliable medical evidence. I show how a proper understanding of clinical equipoise can reconcile this conception of RAR with these five ethical principles. This analysis removes an in-principle objection to RAR and sheds important light on the relationship between clinical equipoise and transient diversity in the scientific community. (shrink)

An approach to implementing variational Bayesian inference in biological systems is considered, under which the thermodynamic free energy of a system directly encodes its variational free energy. In the case of the brain, this assumption places constraints on the neuronal encoding of generative and recognition densities, in particular requiring a stochastic population code. The resulting relationship between thermodynamic and variational free energies is prefigured in mind–brain identity theses in philosophy and in the Gestalt hypothesis of psychophysical isomorphism.

It is commonly assumed that ‘ought’ implies ‘can’, that is, that if we ought to do something, then it must be the case that we can do it. It is a frequent quip about this thesis that any account must specify three things: what is meant by the ‘ought’, what is meant by the ‘implies’, and what is meant by the ‘can’. Something is missed, though, when we state the thesis in its shortened, three-word form. We overlook what it means (...) to do something. It is, I think, not mere coincidence that nobody has discussed this issue: It is very difficult to specify what it means to do something in the relevant sense. This paper is devoted to fleshing out one way of doing something that is a problem for the thesis. (shrink)

The 2016 CIOMS International ethical guidelines for health‐related research involving humans states that ‘health‐related research should form an integral part of disaster response’ and that, ‘widespread emergency use [of unproven interventions] with inadequate data collection about patient outcomes must therefore be avoided’ (Guideline 20). This position is defended against two lines of criticism that emerged during the 2014 Ebola outbreak. One holds that desperately ill patients have a moral right to try unvalidated medical interventions (UMIs) and that it is therefore (...) unethical to restrict access to UMIs to the clinical trial context. The second holds that clinical trials in contexts of high‐mortality diseases are morally suspect because equipoise does not exist between a standard of care that offers little prospect of clinical benefit and a UMI that might offer some clinical advantage. (shrink)

This article argues that lingering uncertainty about the normative foundations of research ethics is perpetuated by two unfounded dogmas of research ethics. The first dogma is that clinical research, as a social activity, is an inherently utilitarian endeavor. The second dogma is that an acceptable framework for research ethics must impose constraints on this endeavor whose moral force is grounded in role-related obligations of either physicians or researchers. This article argues that these dogmas are common to traditional articulations of the (...) equipoise requirement and to recently articulated alternatives, such as the non-exploitation approach. Moreover, important shortcomings of these approaches can be traced to their acceptance of these dogmas. After highlighting these shortcomings, this article illustrates the benefits of rejecting these dogmas by sketching the broad outlines of an alternative called the "integrative approach" to clinical research. (shrink)

This article revisits a principle of distributive justice accepted by most, if not all, scholars of climate justice. The principle at stake, the limit, protects those who are very badly off from bearing the costs of climate change mitigation. The persistent noncompliance of developed states with their obligations toward burden sharing, however, means that this principle is increasingly in tension with successful climate change mitigation, given it seems to require that those in poverty have continued access to emissions in cases (...) where alternative forms of energy are not provided. In the first half of the paper I outline this tension and show how the dominant expression of the limit in the literature, advanced by Henry Shue, must be abandoned. I argue that any attempt to articulate the limit in current circumstance, where the carbon budget is very scarce, must consider the climate harm associated with continued subsistence emissions. The second half of the article defends a principle, the exemption, which is best able to maintain the strong commitment to shielding those below the minimal threshold from the costs of mitigation, even in light of the potential harm that will result if they require emissions to fuel their energy needs. (shrink)

The present paper looks at one of the most thorough articles on the intelligence of GPT, research conducted by engineers at Microsoft. Although there is a great deal of value in their work, I will argue that, for familiar philosophical reasons, their methodology, ‘Black-box Interpretability’ is wrongheaded. But there is a better way. There is an exciting and emerging discipline of ‘Inner Interpretability’ (also sometimes called ‘White-box Interpretability’) that aims to uncover the internal activations and weights of models in order (...) to understand what they represent and the algorithms they implement. In my view, a crucial mistake in Black-box Interpretability is the failure to appreciate that how processes are carried out matters when it comes to intelligence and understanding. I can’t pretend to have a full story that provides both necessary and sufficient conditions for being intelligent, but I do think that Inner Interpretability dovetails nicely with plausible philosophical views of what intelligence requires. So the conclusion is modest, but the important point in my view is seeing how to get the research on the right track. Towards the end of the paper, I will show how some of the philosophical concepts can be used to further refine how Inner Interpretability is approached, so the paper helps draw out a profitable, future two-way exchange between Philosophers and Computer Scientists. (shrink)

This chapter focuses on what’s novel in the perspective that the prediction error minimization (PEM) framework affords on the cognitive-scientific project of explaining intelligence by appeal to internal representations. It shows how truth-conditional and resemblance-based approaches to representation in generative models may be integrated. The PEM framework in cognitive science is an approach to cognition and perception centered on a simple idea: organisms represent the world by constantly predicting their own internal states. PEM theories often stress the hierarchical structure of (...) the generative models they posit. The novel explanatory power of the PEM account derives largely from the way in which pairs of generative and recognition models interact. “Predictive coding” refers to an encoding strategy in which predicted portions of an input signal are subtracted from the actual signal received, so that only the difference between the two is passed as output to the next stage of information processing. (shrink)

Before participants can be enrolled in a clinical trial, an institutional review board must determine that the risks that the research poses to participants are ‘reasonable.’ This paper examines the two dominant frameworks for assessing research risks and argues that each approach suffers from significant shortcomings. It then considers what issues must be addressed in order to construct a framework for risk assessment that is grounded in a compelling normative foundation and might provide more operationally precise guidance to the deliberations (...) of various stakeholders. The paper concludes by sketching the outlines of what is referred to as the ‘Integrative Approach’ to risk assessment and by highlighting some of the ways in which this approach may be more promising than current alternatives. (shrink)

A linguistic theory is correct exactly to the extent that it is the explicit statement of a body of knowledge possessed by a designated language-user. This popular psychological conception of the goal of linguistic theorizing is commonly paired with a preference for idiolectal over social languages, where it seems to be in the nature of idiolects that the beliefs one holds about one’s own are ipso facto correct. Unfortunately, it is also plausible that the correctness of a genuine belief cannot (...) consist merely in that belief’s being held. This paper considers how best to eliminate this tension. (shrink)

Continuing correspondence on 'gender identity'.

Any view of equipoise faces perhaps the most radical and far-reaching objections from moral foundations. These objections hold that the equipoise requirement conflates the ethics of medical research and the ethics of clinical medicine. Once this conflation is recognized, this position holds, research can be given a new foundation on the imperative to avoid exploiting research participants. This article argues that what is novel in this critique is not as successful as its proponents claim and that the ultimate success of (...) this approach actually hinges on a version of the objection from utility. Nevertheless, this criticism highlights the limited scope of applicability of the equipoise requirement. The article concludes, therefore, by describing the outlines of what the article calls an ‘integrative approach’ to clinical trials. This approach represents one way in which the normative requirements of equipoise and the non-exploitation approach might be unified under a single, broad framework. (shrink)

Public life abounds with examples of people whose beliefs—especially political beliefs—seem suspiciously convenient: consider, for example, the billionaire who believes that all taxation is unjust, or the Supreme Court Justice whose interpretations of what the law says reliably line up with her personal political convictions. After presenting what I take to be the best argument for the epistemological relevance of suspicious convenience, I diagnose how attempts to resist this argument rest on a kind of epistemological ideal theory, in a sense (...) to be made precise. And I argue that the ways in which this ideal theory can be deployed in defense of suspiciously convenient beliefs brings out the pernicious and distorting nature of such ideal theory in epistemology. (shrink)