The usefulness of machine learning algorithms has led to their widespread adoption prior to the development of a conceptual framework for making sense of them. One common response to this situation is to say that machine learning suffers from a “black box problem.” That is, machine learning algorithms are “opaque” to human users, failing to be “interpretable” or “explicable” in terms that would render categorization procedures “understandable.” The purpose of this paper is to challenge the widespread agreement about the existence (...) and importance of a black box problem. The first section argues that “interpretability” and cognates lack precise meanings when applied to algorithms. This makes the concepts difficult to use when trying to solve the problems that have motivated the call for interpretability. Furthermore, since there is no adequate account of the concepts themselves, it is not possible to assess whether particular technical features supply formal definitions of those concepts. The second section argues that there are ways of being a responsible user of these algorithms that do not require interpretability. In many cases in which a black box problem is cited, interpretability is a means to a further end such as justification or non-discrimination. Since addressing these problems need not involve something that looks like an “interpretation” of an algorithm, the focus on interpretability artificially constrains the solution space by characterizing one possible solution as the problem itself. Where possible, discussion should be reformulated in terms of the ends of interpretability. (shrink)

Nomy Arpaly rejects the model of rationality used by most ethicists and action theorists. Both observation and psychology indicate that people act rationally without deliberation, and act irrationally with deliberation. By questioning the notion that our own minds are comprehensible to us--and therefore questioning much of the current work of action theorists and ethicists--Arpaly attempts to develop a more realistic conception of moral agency.

Joining the debate over the roles of reason and appetite in the moral mind, In Praise of Desire takes the side of appetite. Acting for moral reasons, acting in a praiseworthy manner, and acting out of virtue are simply acting out of intrinsic desires for the right or the good.

Laspro et al. (2024) contemplate the first whole eye transplant (WET) procedure in humans. They discuss the implications of such a procedure on the physical, social, and psychological well-being of...

I argue that a right action has moral worth if and only if it is done for the right reasons - that is, for its right-making features. The reasons the agent acts on have to be identical to the reasons for which the action is right. I argue that Kantians are wrong in thinking that a right action has moral worth iff it is done because the agent thinks it is right, giving examples of morally worthy actions that are done (...) by agents who think they are wrong (Huckleberry Finn) and right actions done "because they are right" that have no moral worth. I also discuss degrees of moral worth as well as blameworthiness. (shrink)

Kant’s revolutionary new approach to philosophy was accompanied by the introduction of a largely novel terminology. With the Kant-Lexikon, a lexical reference gives the modern reader access to his work on the basis of present-day editions and takes into account 20th century and contemporary research and advances in lexicology. The Kant-Lexikon includes 2395 entries authored by 221 scholars.

What is that makes an act subject to either praise or blame? The question has often been taken to depend entirely on the free will debate for an answer, since it is widely agreed that an agent’s act is subject to praise or blame only if it was freely willed, but moral theory, action theory, and moral psychology are at least equally relevant to it. In the last quarter-century, following the lead of Harry Frankfurt’s (1971) seminal article “Freedom of the (...) Will and the Concept of a Person,” the interdisciplinary nature of the question has been emphasized by various authors. Going beyond the boundaries of the traditional free will debate, they have attempted to describe the requirements for agent accountability by appeal to theories of personality, rational agency, and ethical choice. The approach has been a breath of fresh air in the often-stagnant free will debate, bringing new considerations to bear and provoking new lines of argument, and it is an approach that we will adopt in this paper. In the following pages, we hope to show that an under-noticed phenomenon of moral psychology, inverse akrasia, exemplified by Huckleberry Finn, has something to contribute to the understanding of agency and accountability. After presenting the phenomenon in section I, we will move in section II to a quick survey of a family of Frankfurt-inspired views and a critique of them based on the phenomenon in sections III and IV. A new theory will be offered in section V, and potential objections addressed in the final section of the paper. (shrink)

I argue that unless belief is voluntary in a very strict sense – that is, unless credence is simply under our direct control – there can be no practical reasons to believe. I defend this view against recent work by Susanna Rinard. I then argue that for very similar reasons, barring the truth of strict doxastic voluntarism, there cannot be epistemic reasons to act, only purely practical reasons possessed by those whose goal is attaining knowledge or justified belief.

This paper argue that moral ignorance does not excuse. Nobody is off the hook for doing something bad simply because she did it believing ii to be right. The paper uses the Arpaly view that cases of Akrasia can be praiseworthy as one premise in the argument.

Perhaps everything we think, feel, and do is determined, and humans--like stones or clouds--are slaves to the laws of nature. Would that be a terrible state? Philosophers who take the incompatibilist position think so, arguing that a deterministic world would be one without moral responsibility and perhaps without true love, meaningful art, and real rationality. But compatibilists and semicompatibilists argue that determinism need not worry us. As long as our actions stem, in an appropriate way, from us, or respond in (...) some way to reasons, our actions are meaningful and can be judged on their moral merit. In this highly original work, Nomy Arpaly argues that a deterministic world does not preclude moral responsibility, rationality, and love--in short, meaningful lives--but that there would still be something lamentable about a deterministic world. A person may respond well to reasons, and her actions may faithfully reflect her true self or values, but she may still feel that she is not free. Arpaly argues that compatibilists and semicompatibilists are wrong to dismiss this feeling--for which there are no philosophical consolations--as philosophically irrelevant. On the way to this bittersweet conclusion, Arpaly sets forth surprising theories about acting for reasons, the widely accepted idea that "ought implies can," moral blame, and more. (shrink)

Open-mindedness appears to be a cognitive disposition: an open-minded person is disposed to gain, lose, and revise beliefs in a particular, reasonable way. It is also a moral virtue, for we blame, for example, the man who quickly comes to think a new neighbor untrustworthy because he drives the wrong car or wears the wrong clothes—for his closed-mindedness. How open–mindedness could be a moral virtue is a puzzle, though, because exercises of moral virtues are expressions of moral concern, whereas gaining, (...) losing, and revising beliefs are not actions and so cannot be actions taken out of moral concern. Solving this puzzle is the purpose of this essay. (shrink)

The standard counterexamples to David Lewis’s account of intrinsicality involve two sorts of properties: identity properties and necessary properties. Proponents of the account have attempted to deflect these counterexamples in a number of ways. This paper argues that none of these moves are legitimate. Furthermore, this paper argues that no account along the lines of Lewis’s can succeed, for an adequate account of intrinsicality must be sensitive to hyperintensional distinctions among properties.

I argue that akrasia is not always significantly irrational. To be more precise, I argue that an agent is sometimes more rational for being akratic then she would have been for being enkratic or strong-willed.

Theoretical and practical deliberation are voluntary activities, and like all voluntary activities, they are performed for reasons. To hold that all voluntary activities are performed for reasons in virtue of their relations to past, present, or even merely possible acts of deliberation thus leads to infinite regresses and related problems. As a consequence, there must be processes that are nondeliberative and nonvoluntary but that nonetheless allow us to think and act for reasons, and these processes must be the ones that (...) generate the voluntary activities making up ordinary deliberation. These nondeliberative, nonvoluntary processes by means of which we are able to deliberate for reasons are the fundamental processes by means of which we can think or do anything for a reason: once it has been seen that they must exist, it can be recognized that they are ubiquitous. As a result, the usefulness of deliberation to rational belief and action is intermittent, contingent, and modest. Deliberation is a tremendously valuable tool for increasing human capacities to think and act for good reasons in challenging contexts, but in the end it is merely a tool, wielded by people through the same nondeliberative, nonvoluntary capacities to think and act for reasons that they are enhancing the effectiveness of by deliberating. (shrink)

Resemblances obtain not only between objects but between properties. Resemblances of the latter sort - in particular resemblances between quantitative properties - prove to be the downfall of a well-known theory of universals, namely the one presented by David Armstrong. This paper examines Armstrong's efforts to account for such resemblances within the framework of his theory and also explores several extensions of that theory. All of them fail.

Most formalisms for representing common-sense knowledge allow incomplete and potentially inconsistent information. When strong negation is also allowed, contradictory conclusions can arise. A criterion for deciding between them is needed. The aim of this paper is to investigate an inherent and autonomous comparison criterion, based on specificity as defined in [POO 85, SIM 92]. In contrast to other approaches, we consider not only defeasible, but also strict knowledge. Our criterion is context-sensitive, i. e., preference among defeasible rules is determined dynamically (...) during the dialectical analysis.We show how specificity can be defined in terms of two different approaches: activation sets and derivation trees. This allows us to get a syntactic criterion that can be implemented in a computationally attractive way. The resulting definitions may be applied in general rulebased formalisms. We present theorems linking both characterizations. Finally we discuss other frameworks for defeasible reasoning in which preference handling is considered explicitly. (shrink)

It is widely agreed that benevolence is not the whole of the moral life, but it is not as widely appreciated that benevolence is an irreducible part of that life. This paper argues that Kantian efforts to characterize benevolence, or something like it, in terms of reverence for rational agency fall short. Such reverence, while credibly an important part of the moral life, is no more the whole of it than benevolence.

Epistemic partialism is the view that friends have a doxastic duty to overestimate each other. If one holds that there are no practical reasons for belief, we will argue, one has to deny the existence of any epistemic duties, and thus reject epistemic partialism. But if it is false that one has a doxastic duty to overestimate one’s friends, why does it so often seem true? We argue that there is a robust causal relationship between friendship and overestimation that can (...) be mistaken for a constitutive relationship; we also argue that one can still accept some of the normative intuitions that motivate epistemic partialism even if one rejects epistemic partialism itself. Along the way, we consider and reject a watered-down version of epistemic partialism—call it epistemic partialism-light—according to which one has a duty to take steps to create in oneself a disposition to overestimate one’s friends. (shrink)

Pandemics first and foremost hit those who are most vulnerable, and the COVID-19 pandemic is not different. Although the infection rate in the nation’s poorest neighborhoods is twice as it is in th...

While Neo-Aristotelians argue quite plausibly that it is hard to get to eudaemonia if one is wicked, I argue that they fail to show that the seeker of flourishing has a reason to become virtuous (as opposed to morally mediocre).

According to Arpaly and to Markovits, actions have moral worth iff they are done for the reasons that make them right. Can this view have implications for normative ethics? I argue that it has such implications, as you can start from truths about the moral worth of actions to truths about the reasons that make them right. What makes actions right is the question of normative ethics. I argue from the moral worth view to a pluralistic view of ethics - (...) not Kantianism or utilitarianism but an account according to which there are at least two important moral factors, one of which is wellbeing. Part of this argument involves objecting to Kant's view of the moral worth of actions performed out of altruism and not universalizability. I also specify various implications for the relationship between the true normative theory and common sense morality. (shrink)

Amanda works in a library, and a patron asks for her help in learning about duty-to- rescue laws in China. She throws herself into the task, spending hours on retrieving documents from governmental and non-governmental sources, getting electronic translations, looking for literature on Scandinavian duty-to-rescue laws that mention Chinese laws for comparison, and so on. Why? She likes to gain this sort of general knowledge of the world; perhaps the reason she works so hard is that she is learning fascinating (...) facts in doing so. She is also a proud librarian; perhaps the reason she works so hard is that a patron needs her assistance. She is a library employee; perhaps her reason for working so hard is that this sort of effort is noted by her employer and gives her career a boost, or perhaps it is just that doing this sort of work is the condition of her continued employment. Perhaps the reason is that the patron is charming. (shrink)

This paper offers a theoretical discussion on why the nursing profession has had a delayed response to the issue of climate change. We suggest this delay may have been influenced by the early days of nursing's professionalization. Specifically, we examine nursing's professional mandate, the generally accepted metaparadigm, and the grand theorists’ conceptualizations of both the environment and the nurse–environment relationship. We conclude that these works may have encouraged nurses to conceptualize the environment, as well as their relationship with it, mainly (...) in terms of the individual patient, and as such, nurses have not been encouraged to understand these concepts from a broader perspective. By not having the philosophical and theoretical foundations to understand the environment in relation to society, it is not surprising that nurses have had a delayed response to climate change and may not have viewed it as a professional concern. A planetary health perspective is suggested as a theoretical basis for nursing education, research and practice. Taking on a planetary health perspective could help nurses progress the profession and move healthcare systems towards supporting a climate‐resilient future. (shrink)

Corporeality: Emergent consciousness within its spatial dimensions develops our understanding of what we can experience through our bodies in relation to the space around us. Rather than considering architecture as being about manifestation and mediation of fixed meanings, the book focuses instead on architectural space as a field that envelopes us incessantly, intimately, and affectively. We are in immediate contact with that space, and the way we relate to it determines how we are able to grasp the realities of the (...) social and material worlds around us. This enquiry considers architectural space and its impact on and relation to us from a range of disciplines and perspectives, leading from space to sense and to sensibility. The theatre becomes a central point of reference on this journey, allowing us to understand how space “works” by linking concrete spatial conditions to corresponding “forms of experience”. It allows showing how the ways we feel, think, and act emerge from within the rich texture of the pre-conscious and non-contemplative. That texture is induced and nourished by our bodily encounters with space. Offering a view of how immediate experience is generated in the body, this book enhances empirical research into the links between space, body, experience and consciousness. Maya Nanitchkova Öztürk is Associate Professor in Theory and Criticism of Architecture. Her academic interests and publications focus on space-body relationships and experience of space/place, as grounds for developing analytical methodologies and interdisciplinary links in discourse, and teaching. She works at Bilkent University (Ankara), Faculty of Art, Design and Architecture, Department of Interior Architecture and Environmental Design. She is on the editorial boards of ISI journal Space and Culture, and the web-journal Consciousness, Literature and the Arts. (shrink)

I argue that despite it being said often that the concept of personal autonomy is important for grounding moral responsibility and in applied ethics, a certain type of theories of autonomy and identification, descended from the work of Harry Frankfurt starting 1971, are not relevant in an obvious way to either moral responsibility or applied ethics.

ABSTRACT I argue that Broome's view of the distinction between rationality and normativity needs more to be said for it to be preferable to more mundane views that connect reasons and rationality more intimately, and that it has curious implications about the connection between whether an agent does what she ought to do and the results of her action. I also argue that the etymology and history of words like ‘reason’ and ‘rational’ have absolutely no bearing on the issue at (...) hand. (shrink)

Intelligible speakers achieve specific vocal tract constrictions in rapid sequence. These constrictions are associated in theory with speech motor goals. Adult-focused models of speech production assume that discrete phonological representations, sequenced into word-length plans for output, define these goals. This assumption introduces a serial order problem for speech. It is also at odds with children's speech. In particular, child phonology and timing control suggest holistic speech plans, and so the hypothesis of whole word production. This hypothesis solves the serial order (...) problem by avoiding it. When the same solution is applied to adult speech the problem becomes how to explain the development of highly intelligible speech. This is the problem addressed here. A modeling approach is used to demonstrate how perceptual-motor units of production emerge over developmental time with the perceptual-motor integration of holistic speech plans that are also phonological representations; the specific argument is that perceptual-motor units are a product of trajectories (nearly) crossing in motor space. The model, which focuses on the integration process, defines the perceptual-motor map as a set of linked pairs of experienced perceptual and motor trajectories. The trajectories are time-based excursions through speaker-defined perceptual and motor spaces. By hypothesis, junctures appear where motor trajectories near or overlap one another in motor space when the shared (or extremely similar) articulatory configurations in these regions are exploited to combine perceptually-linked motor paths along different trajectories. Junctures form in clusters in motor space. These clusters, along with their corresponding (linked) perceptual points, represent perceptual-motor units of production, albeit at the level of speech motor control only. The units serve as pivots in motor space during speaking; they are points of transition from one motor trajectory to another along perceptually-linked paths that are selected to produce best approximations of whole word targets. (shrink)

The United States’ ambitious Precision Medicine Initiative proposes to accelerate exponentially the adoption of precision medicine, an approach to health care that tailors disease diagnosis, treatment, and prevention to individual variability in genes, environment, and lifestyle. It aims to achieve this by creating a cohort of volunteers for precision medicine research, accelerating biomedical research innovation, and adopting policies geared toward patients’ empowerment. As strategies to implement the PMI are formulated, critical consideration of the initiative's ethical and sociopolitical dimensions is needed. (...) Drawing on scholarship of nationalism and democracy, we discuss the PMI's construction of what we term “genomic citizenship”; the possible normative obligations arising therefrom; and the ethical, legal, and social challenges that will ensue. Although the PMI is a work in progress, discussion of the existing and emerging issues can facilitate the development of policies, structures, and procedures that can maximize the initiative's ability to produce equitable and socially sensitive outcomes. Our analysis can also be applied to other population-based, precision medicine research programs. (shrink)

The public rejection of scientific claims is widely recognized by scientific and governmental institutions to be threatening to modern democratic societies. Intense conflict between science and the public over diverse health and environmental issues have invited speculation by concerned officials regarding both the source of and the solution to the problem of public resistance towards scientific and policy positions on such hot-button issues as global warming, genetically modified crops, environmental toxins, and nuclear waste disposal. The London Royal Society’s influential report (...) “Public Understanding of Science”, which spearheaded the now-thriving area of science... (shrink)

In this article I argue that the Critical Kant endorses the claim that God creates the best possible world, and that this claim is best understood as committing him to the view that God creates an infinitely valuable world. Kant’s understudied Critical theory of the best possible world differs significantly from his better-known quasi-Leibnizian pre-Critical account insofar as it uses an axiological rather than ontological metric for the goodness of worlds. The axiological metric introduces unique challenges for a Kantian account (...) of the best possible world. These challenges are in turn resolved via an infinite value interpretation. (shrink)