Philosophical arguments regarding academic freedom can sometimes appear removed from the real conflicts playing out in contemporary universities. This paper focusses on a set of issues at the front line of these conflicts, namely, questions regarding sex, gender and gender identity. We document the ways in which the work of academics has been affected by political activism around these questions and, drawing on our respective disciplinary expertise as a sociologist and a philosopher, elucidate the costs of curtailing discussion on fundamental (...) demographic and conceptual categories. We discuss some philosophical work that addresses the conceptual distinction between academic freedom and free speech and explore how these notions are intertwined in significant ways in universities. Our discussion elucidates and emphasises the educational costs of curtailing academic freedom. (shrink)

The UK Government's Higher Education (Freedom of Speech) Bill is currently progressing through Parliament. The bill is designed to strengthen free speech and academic freedom in higher education, in response to what former Education Secretary Gavin Williamson describes as ‘the rise of intolerance and cancel culture upon our campuses’. But is there really a crisis of academic freedom in British universities?To see that there is, say Judith Suissa and Alice Sullivan, we need only look at the contemporary reality (...) of suppression of debate on sex and gender. The evidence they catalogue of suppression of research, of blacklisting, harassment and smear campaigns, of no-platforming, disinvitations and shutting down of events, is incontrovertible. The recent experience of scholars and students wishing to discuss the material reality and political salience of sex makes complacency about academic freedom a luxury we cannot afford.Suissa and Sullivan set out a powerful argument for the role of academic freedom in pursuing truth within the academy and developing democracy beyond it. They effectively counter attempts to narrow the scope of academic freedom so as to render it compatible with no-platforming. And they lay out a series of practical steps administrators can take to ensure that universities are places where an expansive and pluralistic intellectual climate prevails.This is a timely and compelling intervention in a vexed but urgent public debate. For their clear-sighted diagnosis of where and how academic freedom has been eroded in our universities, and for their judicious account of what must be done to rebuild it, Suissa and Sullivan deserve a wide and attentive hearing. (shrink)

Under what conditions does machine learning (ML) model opacity inhibit the possibility of explaining and understanding phenomena? In this article, I argue that nonepistemic values give shape to the ML opacity problem even if we keep researcher interests fixed. Treating ML models as an instance of doing model-based science to explain and understand phenomena reveals that there is (i) an external opacity problem, where the presence of inductive risk imposes higher standards on externally validating models, and (ii) an internal opacity (...) problem, where greater inductive risk demands a higher level of transparency regarding the inferences the model makes. (shrink)

Companion friendship is a paradigm example of a trusting relationship and is a central good in human life. These friendships are also complex; navigating this complexity carries risk. Philosophical work has largely overlooked questions about how friends might navigate this morally risky space in ways that protect and develop their relationship over time. More specifically, although it is generally accepted that friendship involves acting to promote the well-being of one’s friend, ethical analysis of such interpersonal action has not addressed questions (...) such as: How does acting for a friend’s well-being follow from and affect the trust within these relationships? What are the risks of acting for a friend’s wellbeing? Do genuine but unsuccessful attempts to promote a friend’s well-being, that bring about a rupture to the trust, necessarily cause lasting damage to trusting relationships? If not, why not? We argue that getting it wrong when acting for a friend’s well-being can provide an opportunity to protect and develop the trusting relationship, even while it causes harm to one’s friend and temporarily damages the relationship. (shrink)

I argue that ML models used in science function as highly idealized toy models. If we treat ML models as a type of highly idealized toy model, then we can deploy standard representational and epistemic strategies from the toy model literature to explain why ML models can still provide epistemic success despite their lack of similarity to their targets.

One of the main worries with machine learning model opacity is that we cannot know enough about how the model works to fully understand the decisions they make. But how much is model opacity really a problem? This chapter argues that the problem of machine learning model opacity is entangled with non-epistemic values. The chapter considers three different stages of the machine learning modeling process that corresponds to understanding phenomena: (i) model acceptance and linking the model to the phenomenon, (ii) (...) explanation, and (iii) attributions of understanding. At each of these stages, non-epistemic values can, in part, determine how much machine learning model opacity poses a problem. (shrink)

Explainable AI (xAI) methods are important for establishing trust in using black-box models. However, recent criticism has mounted against current xAI methods that they disagree, are necessarily false, and can be manipulated, which has started to undermine the deployment of black-box models. Rudin (2019) goes so far as to say that we should stop using black-box models altogether in high-stakes cases because xAI explanations ‘must be wrong’. However, strict fidelity to the truth is historically not a desideratum in science. Idealizations (...) – the intentional distortions introduced to scientific theories and models – are commonplace in the natural sciences and are seen as a successful scientific tool. Thus, it is not falsehood qua falsehood that is the issue. In this paper, I outline the need for xAI research to engage in idealization evaluation. Drawing on the use of idealizations in the natural sciences and philosophy of science, I introduce a novel framework for evaluating whether xAI methods engage in successful idealizations or deceptive explanations (SIDEs). SIDEs evaluates whether the limitations of xAI methods, and the distortions that they introduce, can be part of a successful idealization or are indeed deceptive distortions as critics suggest. I discuss the role that existing research can play in idealization evaluation and where innovation is necessary. Through a qualitative analysis we find that leading feature importance methods and counterfactual explanations are subject to idealization failure and suggest remedies for ameliorating idealization failure. (shrink)

Is there a role for aesthetic judgements in science? One aspect of scientific practice, the use of thought experiments, has a clear aesthetic dimension. Thought experiments are creatively produced artefacts that are designed to engage the imagination. Comparisons have been made between scientific (and philosophical) thought experiments and other aesthetically appreciated objects. In particular, thought experiments are said to share qualities with literary fiction as they invite us to imagine a fictional scenario and often have a narrative form (Elgin 2014). (...) But philosophical discussions of aesthetics in science have focused mainly on the epistemic role of beauty and elegance when it comes to theories and mathematical proofs, and thought experiments have been widely overlooked. My aim in this chapter is to address how the aesthetic choices scientists make in the design of a thought experiment contribute to its function: to communicate, convince, or explain a theory or phenomenon. A key issue is whether any aesthetic features in science provide anything beyond catching our attention, or are at best, a mere heuristic aid. I respond to accounts that argue this way and show how formulation is important in scientific thought experiments and, similarly to literary fictions, there is more than one way of interpreting a thought experiment scenario. I end by considering which literary examples are most appropriate when making comparisons with thought experiments. As a result, the difference between representations in art and science raised in current discussions is not as stark as it has been made out to be, and science is a more heterogeneous practice than has been allowed. Part of the value of thought experiments in scientific practice includes the qualities they share with literary works. (shrink)

Those who wish to defend the role of aesthetic values in science face a dilemma: Either aesthetic language is used metaphorically for what are ultimately epistemic features, or aesthetic language is used literally but it is difficult to see the importance of such values in science. I introduce a new account that gets around this problem by looking to an overlooked source of aesthetic value in science: the relation between form and content. I argue that a fit between the content (...) of a thought experiment, and the way in which that content is formulated, can have important epistemic pay offs through contributing to scientific understanding. (shrink)

Should philosophers be more polite to one another? The topic of good manners—or, more grandly, civility—has enjoyed a recent renaissance in philosophical circles, but little of the formal discussion has been self-directed: that is, it has not examined the virtues and vices of polite and impolite philosophizing, in particular. This is an oversight; practices of rudeness do rather a lot of work in enacting distinctly philosophical modes of engagement, in ways that both shape and detract from the aims of our (...) discipline. If we fail to recognize practices of rudeness, we become vulnerable to some of... (shrink)

Descriptive accounts of the nature of explanation in neuroscience and the global goals of such explanation have recently proliferated in the philosophy of neuroscience and with them new understandings of the experimental practices of neuroscientists have emerged. In this paper, I consider two models of such practices; one that takes them to be reductive; another that takes them to be integrative. I investigate those areas of the neuroscience of learning and memory from which the examples used to substantiate these models (...) are culled, and argue that the multiplicity of experimental protocols used in these research areas presents specific challenges for both models. In my view, these challenges have been overlooked largely because philosophers have hitherto failed to pay sufficient attention to fundamental features of experimental practice. I demonstrate that when we do pay attention to such features, evidence for reduction and integrative unity in neuroscience is simply not borne out. I end by suggesting some new directions for the philosophy of neuroscience that pertain to taking a closer look at the nature of neuroscientific experiments. (shrink)

Monothematic delusions are bizarre beliefs which are often accompanied by highly anomalous experiences. For philosophers and psychologists attracted to the exploration of mental phenomena in an evolutionary framework, these beliefs represent—notwithstanding their rarity—a puzzle. A natural idea concerning the biology of belief is that our beliefs, in concert with relevant desires, help us to navigate our environments, and so, in broad terms, an evolutionary story of human belief formation will likely insist on a function of truth (true beliefs tend to (...) lead to successful action). Monothematic delusions are systematically false and often harmful to the proper functioning of the agent and the navigation of their environment. So what are we to say? A compelling thought is that delusions are _malfunctioning_ beliefs. Compelling though it may be, I argue against this view on the grounds that it does not pay due attention to the circumstances in which monothematic delusions are formed, and fails to establish _doxastic_ malfunction. I argue instead that monothematic delusions are _misfunctioning_ beliefs, that is, the result of mechanisms of belief formation operating in historically abnormal conditions. Monothematic delusions may take their place alongside a host of other strange beliefs formed in difficult epistemic conditions, but for which no underlying doxastic malfunction is in play. (shrink)

In this paper, I take issue with the widespread philosophical consensus that only victims of wrongdoing are in a position to forgive it. I offer both a defense and a philosophical account of third-party forgiveness. I argue that when we deny this possibility, we misconstrue the complex, relational nature of wrongdoing and its harms. We also risk over-moralizing the victim's position and overlooking the roles played by secondary participants. I develop an account of third-party forgiveness that both demonstrates how successful, (...) morally legitimate, acts of third-party forgiveness are possible and simultaneously highlights the particular moral risks that would-be third-party forgivers face. I conclude insofar as they are appropriately grounded and cautiously bestowed, at least some acts of third-party forgiveness contribute significantly to post-conflict repair. (shrink)

In the literature on expert trust, it is often assumed that track records are the gold standard for evaluating expertise, and the difficulty of expert identification arises from either the lack of access to track records, or the inability to assess them. I show, using a computational model, that even in an idealized environment where agents have a God’s eye view on track records, they may fail to identify experts. Under plausible conditions, selecting testimony based on track records ends up (...) reducing overall accuracy, and preventing the community from identifying the real experts. (shrink)

Two types of formal models - landscape search tasks and two-armed bandit models - are often used to study the effects that various social factors have on epistemic performance. I argue that they can be understood within a single framework. In this unified framework, I develop a model that may be used to understand the effects of functional and demographic diversity and their interaction. Using the unified model, I find that the benefit of demographic diversity is most pronounced in a (...) functionally homogeneous group, and decreases with the increase of functional diversity. (shrink)

This text offers major re-evaluation of Wittgenstein's thinking. It is a collection of essays that presents a significantly different portrait of Wittgenstein. The essays clarify Wittgenstein's modes of philosophical criticism and shed light on the relation between his thought and different philosophical traditions and areas of human concern. With essays by Stanley Cavell, James Conant, Cora Diamond, Peter Winch and Hilary Putnam, we see the emergence of a new way of understanding Wittgenstein's thought. This is a controversial collection, with essays (...) by highly regarded Wittgenstein scholars that may change the way we look at Wittgenstein's body of work. (shrink)

How ought we to evaluate and respond to expressions of anger and resentment? Can philosophical analysis of resentment as the emotional expression of a moral claim help us to distinguish which resentments ought to be taken seriously? Philosophers have tended to focus on what I call ‘reasonable’ resentments, presenting a technical, narrow account that limits resentment to the expression of recognizable moral claims. In the following paper, I defend three claims about the ethics and politics of resentment. First, if we (...) care about socially just processes of reconciliation, we have good reason to pay attention to the logic of resentments. Second, the account philosophers offer of resentment – its distinctive features, aims, rationality, and gratification – will affect the conclusions we draw about which actual resentments to take seriously, which aspects of resentful claims need addressing, and what it means to address and repair them. In contesting definitions of resentment, I argue, we do more than simply perform housekeeping in philosophical taxonomies of emotion. Restricting our understanding to essentially ‘moral’ cases may cause us to lose sight of expressly political resentments. Instead, I argue, a plausible account of resentment must acknowledge that we resent violations and threats that are not necessarily self-pertaining, may not be expressible as individual, discrete injuries, and cannot always be construed as moral threats. Second, given the dependence of moral judgments on a broader horizon of moral possibility, philosophical standards of ‘reasonable’ or ‘appropriate’ resentment cannot avoid being politically charged. Thus, the widely accepted account of ‘reasonable’ resentment cannot make philosophical sense of the most interesting and perplexing cases. Ironically, a theoretical measure designed to revalue emotional expressions of moral protest may result in the exclusion and silencing of those with the most reasons to protest. (shrink)

People are increasingly subject to algorithmic decisions, and it is generally agreed that end-users should be provided an explanation or rationale for these decisions. There are different purposes that explanations can have, such as increasing user trust in the system or allowing users to contest the decision. One specific purpose that is gaining more traction is algorithmic recourse. We first pro- pose that recourse should be viewed as a recommendation problem, not an explanation problem. Then, we argue that the capability (...) approach provides plausible and fruitful ethical standards for re- course. We illustrate by considering the case of diversity constraints on algorithmic recourse. Finally, we discuss the significance and implications of adopting the capability approach for algorithmic recourse research. (shrink)

Dōgen has been described as a social reformer based on his more “enlightened” attitude towards women, inviting women students into his sangha and advocating for more egalitarian views of gender (Eido Frances Carney, Receiving the Marrow: Teachings on Dōgen by Soto Zen Women Priests (2012), p. xi). In this chapter, I describe how contemporary Western Zen women and their allies have understood Dōgen’s texts as a tool of personal and social transformation through examination of work by Zen practitioners such as (...) Greenwood’s Bow First (2018), Carney’s Receiving the Marrow (2012), Schireson’s Zen Women (2009), and Glassman and Fields’ Instructions to the Cook (1996). In particular, I posit that Zen women have expressed the practical nature of Dōgen’s philosophy for contemporary non-monastics, showing how to de-center oneself through full participation in the activity of the world. This is in contrast to self-centered preoccupation with individual enlightenment or spiritual attainment. Paradoxically, it is the fact that women have often been confined to social roles that prevent their separation from the minutiae of everyday life that allows them to embody Dōgen’s dictum to “forget the self and be actualized by myriad things.”. (shrink)

In this chapter I investigate the kinds of changes that psychiatric kinds undergo when they become explanatory targets of areas of sciences that are not “mature” and are in the early stages of discovering mechanisms. The two areas of science that are the targets of my analysis are cognitive neuroscience and cognitive neurobiology.

It is widely thought that functionalism and the qualia theory are better positioned to accommodate the ‘affective’ aspect of pain phenomenology than representationalism. In this paper, we attempt to overturn this opinion by raising problems for both functionalism and the qualia theory on this score. With regard to functionalism, we argue that it gets the order of explanation wrong: pain experience gives rise to the effects it does because it hurts, and not the other way around. With regard to the (...) qualia theory, we argue that it fails to capture the sense in which pain 's affective phenomenology rationalises various bodily-directed beliefs, desires, and behaviours. Representationalism, in contrast, escapes both of these problems: it gets the order of explanation right and it explains how pain 's affective phenomenology can rationalise bodily-directed beliefs, desires, and behaviours. For this reason, we argue that representationalism has a significant advantage in the debates about pain 's affective phenomenology. We end the paper by examining objections, including the question of what representationalists should say about so-called ‘disassociation cases’, such as pain asymbolia. (shrink)

Historically left to the margins, the topics of imagination and creativity have gained prominence in philosophy of science, challenging the once dominant distinction between ‘context of discovery’ and ‘context of justification’. The aim of this chapter is to explore imagination and creativity starting from issues within contemporary philosophy of science, making connections to these topics in other domains along the way. It discusses the recent literature on the role of imagination in models and thought experiments, and their comparison with fictions. (...) It then turns to the importance of constraints on imaginings in the scientific domain, as well as whether constraints can hinder creativity. The second part of the paper focuses on the social dimensions of science. It considers imagination and creativity of scientific communities, asks whether the institution of science promotes creativity (and whether we want it to) or if it encourages conservativeness, and ends with a reflection on the politics of imagination and creativity in science. (shrink)

This paper makes an ethical and a conceptual case against any purported duty to come out of the closet. While there are recognizable goods associated with coming out, namely, leading an authentic life and resisting oppression, these goods generate a set of imperfect duties that are defeasible in a wide range of circumstances, and are only sometimes fulfilled by coming out. Second, practices of coming out depend on a ‘lump’ picture of sexuality and on an insufficiently subtle account of responsible (...) disclosure. We value and promote the goods of out best when we leave the framework of the closet, and not merely the closet door, behind. (shrink)

Forgiveness is typically regarded as a good thing - even a virtue - but acts of forgiveness can vary widely in value, depending on their context and motivation. Faced with this variation, philosophers have tended to reinforce everyday concepts of forgiveness with strict sets of conditions, creating ideals or paradigms of forgiveness. These are meant to distinguish good or praiseworthy instances of forgiveness from problematic instances and, in particular, to protect the self-respect of would-be forgivers. But paradigmatic forgiveness is problematic (...) for a number of reasons, including its inattention to forgiveness as a gendered trait. We can account for the values and the risks associated with forgiving far better if we treat it as a moral practice and not an ideal. (shrink)

The question of forgiveness in politics has attained a certain cachet. Indeed, in the fifty years since Arendt commented on the notable absence of forgiveness in the political tradition, a vast and multidisciplinary literature on the politics of apology, reparation, and reconciliation has emerged. To a novice scouring the relevant literatures, it might appear that the only discordant note in this new veritable symphony of writings on political forgiveness has been sounded by philosophers. There is a more-than-healthy cynicism directed at (...) what many philosophers see as an uncritical promotion of forgiveness, which – they fear – risks distorting and cheapening forgiveness as a moral ideal, on the one hand, and ignoring the moral and political values of justice, accountability and the cessation of harmful relationships, on the other. Are philosophical fears about the dangers of thinking about forgiveness in political terms warranted – or do they perhaps depend in part on conceptual conservatism regarding what exactly political forgiveness might be? I argue that most, if not all, standard objections to political forgiveness emerge from theoretical reliance on a picture of forgiveness I will call the Emotional Model. Once we make conceptual space for descriptions of forgiveness in performative and social terms, the concept is more easily adapted to a political account without at least some of the risks feared by philosophers. (shrink)

This chapter responds to Michael Tamir and Elay Shech’s chapter “Understanding from Deep Learning Models in Context.”.

Objectification involves treating someone as a thing. The role of images in perpetuating objectification has been discussed by feminist philosophers. However, the precise effect that images have on an individual's visual system is seldom explored. Kathleen Stock’s work is an exception—she describes certain images of women as causing viewers to develop an objectifying ‘gestalt’ which is then projected onto real-life women. However, she doesn’t specify the level of visual processing at which objectification occurs. In this paper, I propose that images (...) can affect a viewer's early visual system. I will argue that if a viewer is exposed to a lot of images that depict women as sexual objects, this will bias their early visual selection mechanisms in a way that can result in an objectifying way of seeing. This is an important contribution to work on objectification as it incorporates empirical studies on vision and findings from philosophy of mind. It also examines some of the epistemic and moral consequences of objectification occurring at this early visual stage. (shrink)

The Morris water maze has been put forward in the philosophy of neuroscience as an example of an experimental arrangement that may be used to delineate the cognitive faculty of spatial memory (e.g., Craver and Darden, Theory and method in the neurosciences, University of Pittsburgh Press, Pittsburgh, 2001; Craver, Explaining the brain: Mechanisms and the mosaic unity of neuroscience, Oxford University Press, Oxford, 2007). However, in the experimental and review literature on the water maze throughout the history of its use, (...) we encounter numerous responses to the question of “what” phenomenon it circumscribes ranging from cognitive functions (e.g., “spatial learning”, “spatial navigation”), to representational changes (e.g., “cognitive map formation”) to terms that appear to refer exclusively to observable changes in behavior (e.g., “water maze performance”). To date philosophical analyses of the water maze have not been directed at sorting out what phenomenon the device delineates nor the sources of the different answers to the question of what. I undertake both of these tasks in this paper. I begin with an analysis of Morris’s first published research study using the water maze and demonstrate that he emerged from it with an experimental learning paradigm that at best circumscribed a discrete set of observable changes in behavior. However, it delineated neither a discrete set of representational changes nor a discrete cognitive function. I cite this in combination with a reductionist-oriented research agenda in cellular and molecular neurobiology dating back to the 1980s as two sources of the lack of consistency across the history of the experimental and review literature as to what is under study in the water maze. (shrink)

To develop rehabilitative treatment programs for persons who have committed crimes, correctional psychologists build theoretical structures that weld theoretical ideas about the causes of criminal behavior, theoretical perspectives about appropriate targets for correctional intervention and normative assumptions about crime and the aims of correctional intervention. To differentiate the tri-partite theoretical structure with which correctional program designers' work, Ward and Durrant (2021) introduce the metatheoretical concept of “practice frameworks”. In this paper, I describe and evaluate this concept, situating my analysis within (...) the broader contexts of philosophical work on scientific theories and models and metatheoretical work on the structure of explanatory and intervention theories in correctional psychology. (shrink)

The practice of official apology has a fairly poor reputation. Dismissed as ‘crocodile tears’ or cheap grace, such apologies are often seen by the public as an easy alternative to more punitive or expensive ways of taking real responsibility. I focus on what I call the role-playing criticism: the argument that someone who offers an apology in public cannot be appropriately apologetic precisely because they are only playing a role. I offer a qualified defence of official apologies against this objection, (...) considering them through the lens of fiduciary duties. This focus draws our attention to formal or impersonal relationships that are nevertheless normatively rich, capable of sustaining trust, concern, and care. At the same time, I highlight several pitfalls for fiduciary apologisers, including the tension between apology as a mode of truth telling and the duty of confidentiality. I consider whether the fiduciary apologiser, in reflecting on her fiduciary obligations, has ‘one thought too many’ for genuine apology, and argue that the issue of mixed motives is not limited to fiduciary contexts, cautioning against excessive idealism in our conception of apology. I conclude with some reflections on possible conflicts between fiduciary obligations and the conscientious desire to apologise. (shrink)

“Pick a card, any card. This has to be a completely free choice.” the magician tells you. But is it really? Although we like to think that we are using our free will to make our decisions, research in psychology has shown that many of our behaviours are automatic and unconsciously influenced by external stimuli (Ariely, 2008; Bargh & Chartrand, 1999; Newell & Shanks, 2014; Nisbett & Wilson, 1977), and that we are often oblivious to the cognitive mechanisms that underpin (...) our decision (Wegner, 2002, 2003). Magicians have exploited this illusory sense of agency for a long time, and have developed a wide range of techniques to influence and control spectators’ choices of such things as card, word, or number (Annemann, 1933; Banachek, 2002a; Jones, 1994; Turner, 2015). These techniques are instances of what is called forcing. -/- Many forces are extremely effective, illustrating various weaknesses in our sense of control over decisions and their outcomes. Researchers have started to investigate them in various ways (Kuhn, Pailh s, & Lan, 2020; Olson, Amlani, Raz, & Rensink, 2015; Pailhes & Kuhn, 2020b, 2020c; Shalom et al., 2013) and are beginning to obtain valuable insights into decision-making processes as well as a better understanding of the cognitive mechanisms that lead people to experience an illusory sense of free will and of agency. -/- Although magicians have acquired large amounts of knowledge in covertly controlling people’s choices, much of this knowledge is only discussed in the context of individual magic tricks, or in books that are not readily accessible to non-magicans. As we and others have argued elsewhere (Ekroll, Sayim, & Wagemans, 2017; Kuhn, 2019; Kuhn, Amlani, & Rensink, 2008; Kuhn, Caffaratti, Teszka, & Rensink, 2014; Macknik et al., 2008; Olson et al., 2015; Olson, Landry, Appourchaux, & Raz, 2016; Shalom et al., 2013; Thomas, Didierjean, Maquestiaux, & Gygax, 2015), a particularly effective way of making this knowledge more available is via the creation of taxonomies centered around psychological mechanisms (Rensink & Kuhn, 2015). For example, the psychologically based taxonomy of misdirection (Kuhn et al., 2014) helps draw links between misdirection and formal theories of perception and cognition. -/- Our aim here is to apply a similar process to the knowledge magicians have about forcing. The present paper develops a psychologically based taxonomy of forcing techniques with two goals in mind. Firstly, it should help uncover the various psychological mechanisms that underlie forcing techniques. Secondly, it should facilitate knowledge transfer between magicians and psychologists. Among other things, this knowledge will allow researchers to gain new insights into the mechanisms underlying decision-making, and the feeling of free will and of agency over choice. We start by defining the magician’s force and then look at some of the past classifications of forcing. (shrink)

We argue that the trend toward providing users with feasible and actionable explanations of AI decisions—known as recourse explanations—comes with ethical downsides. Specifically, we argue that recourse explanations face several conceptual pitfalls and can lead to problematic explanation hacking, which undermines their ethical status. As an alternative, we advocate that explanations of AI decisions should aim at understanding.

My concern in this paper is how to reconcile a central tension in Hannah Arendt’s thinking, one that – if left unresolved – may make us reluctant to endorse her political theory. Arendt was profoundly and painfully aware of the horrors of political evil; in fact, she is almost unparalleled in 20 th century thought in her concern for the consequences of mass political violence, the victims of political atrocities, and the most vulnerable in political society – the stateless, the (...) pariahs, the outcasts. At least, this is the case in her discussions of concrete, historical political situations. Yet in her philosophical writings, she continues to argue that the political realm ultimately redeems human existence, and furthermore, that politics should remain distinct and autonomous from moral evaluation. Political action must be evaluated according to “greatness,” not goodness or any other explicitly moral or even ethical standard. She goes so far as to suggest that politics and morality may be deeply hostile to one another, and can only be reconciled in situations of extreme emergency. This can leave many feeling both perplexed and deeply uncomfortable with the theory of human action that Arendt proposes. Drawing on her notions of political conscience, judgment and - in particular - her account of forgiveness, in this paper I argue that Arendt offers an ethics of plurality, in which what is good is developed from what is most politically important: amor mundi, or love of our shared political world. (shrink)

Efforts by governments, firms, and patients to deliver pioneering drugs for critical health needs face a challenge of diminishing efficiency in developing those medicines. While multi-sectoral collaborations involving firms, researchers, patients, and policymakers are widely recognized as crucial for countering this decline, existing incentives to engage in drug development predominantly target drug manufacturers and thereby do little to stimulate collaborative innovation. In this mini review, we consider the unexplored potential within pharmaceutical regulations to create novel incentives to encourage a diverse (...) set of actors from the public and private spheres to engage in the kind of collaborative knowledge exchange requisite for fostering enhanced innovation in early drug development. (shrink)

In the quest to discover the neural bases of cognition, rigorous behavioral tools are equally as important as sophisticated tools for neural intervention. This paper evaluates several episodes in the development of a novel behavioral tool for rodent cognitive testing, the rodent touchscreen operant chamber. Using conceptual tools on offer in the philosophical literature on exploratory experimentation and control, I illuminate how optimization of this behavioral tool and an understanding of the causal knowledge it may be used to generate historically (...) has involved dynamic interplay between community-driven exploratory practices operating in parallel with causal hypothesis-driven research. (shrink)

Simple idealized models seem to provide more understanding than opaque, complex, and hyper-realistic models. However, an increasing number of scientists are going in the opposite direction by utilizing opaque machine learning models to make predictions and draw inferences, suggesting that scientists are opting for models that have less potential for understanding. Are scientists trading understanding for some other epistemic or pragmatic good when they choose a machine learning model? Or are the assumptions behind why minimal models provide understanding misguided? In (...) this paper, using the case of deep neural networks, I argue that it is not the complexity or black box nature of a model that limits how much understanding the model provides. Instead, it is a lack of scientific and empirical evidence supporting the link that connects a model to the target phenomenon that primarily prohibits understanding. (shrink)

In 2007, ten world-renowned neuroscientists proposed “A Decade of the Mind Initiative.” The contention was that, despite the successes of the Decade of the Brain, “a fundamental understanding of how the brain gives rise to the mind [was] still lacking” (2007, 1321). The primary aims of the decade of the mind were “to build on the progress of the recent Decade of the Brain (1990-99)” by focusing on “four broad but intertwined areas” of research, including: healing and protecting, understanding, enriching, (...) and modeling the mind. These four aims were to be the result of “transdisciplinary and multiagency” research spanning “across disparate fields, such as cognitive science, medicine, neuroscience, psychology, mathematics, engineering, and computer science.” The proposal for a decade of the mind prompted many questions (See Spitzer 2008). In this chapter, I address three of them: (1) How do proponents of this new decade conceive of the mind? (2) Why should a decade be devoted to understanding it? (3) What should this decade look like? (shrink)

I argue that aesthetic properties can negatively bias our epistemic evaluations: they can make us think that communications that are actually significant or profound are banal or unimportant. Then, I argue that this observation has implications for our understanding of the value of art. Many people think their favourite artworks are valuable qua art partly because of the insights they convey—a version of a view called aesthetic cognitivism. One objection to this view highlights the difficulty of giving examples of insights (...) learnt from art—articulations of the supposed ‘insights’ often sound hopelessly banal. However, the potential for aesthetically induced epistemic underestimations undermines this objection. The aesthetic properties that articulations of insights from artworks tend to bear are likely to give a false impression of banality. So, attempts to articulate insights from artworks are not reliable evidence of the epistemic value of those works. (shrink)

People have always shared information through chains and networks of testimony. It’s arguably part of what makes us human and enables us to live in cooperative communities with populations greater than the Dunbar number. The invention of the Internet and the rise of social media have turbo-charged our ability to share information. In this chapter, we develop a normative framework for sharing information online. This framework takes into account both ethical and epistemic considerations that are intertwined in typical cases of (...) online testimony. We argue that, while the current state of affairs is not entirely novel, recent technological developments call for a rethinking of the norms of testimony, as well as the articulation of a set of virtuous dispositions that people would do well to cultivate in the capacity as conduits (not just sources or receivers) of information. (shrink)

In The Atrocity Paradigm, Claudia Card suggests we forgiveness as a potentially valuable exercise of a victim's moral powers. Yet Card never makes explicit just what 'moral powers' are, or how to understand their grounding or scope. I draw out unacknowledged implications of her framework: namely, that others than the primary victim may forgive, and -- conversely -- that some victims may find themselves morally dis-empowered. Furthermore, talk of "moral powers" allows us to appropriately acknowledge the value of refusals to (...) forgive and the issue of "forgivable" evils, in ways that talk of forgiveness as a duty or virtue cannot. (shrink)

Neuroscience is a laboratory-based science that spans multiple levels of analysis from molecular genetics to behavior. At every level of analysis experiments are designed in order to answer empirical questions about phenomena of interest. Understanding the nature and structure of experimentation in neuroscience is fundamental for assessing the quality of the evidence produced by such experiments and the kinds of claims that are warranted by the data. This article provides a general conceptual framework for thinking about evidence and experimentation in (...) neuroscience with a particular focus on two research areas: cognitive neuroscience and cognitive neurobiology. (shrink)

This paper offers a critique of an account of explanatory integration that claims that explanations of cognitive capacities by functional analyses and mechanistic explanations can be seamlessly integrated. It is shown that achieving such explanatory integration requires that the terms designating cognitive capacities in the two forms of explanation are stable but that experimental practice in the mind-brain sciences currently is not directed at achieving such stability. A positive proposal for changing experimental practice so as to promote such stability is (...) put forward and its implications for explanatory integration are briefly considered. (shrink)

The creation of guidelines has long been a popular means of conveying normative requirements in scientific and medical research. The recent case of He Jiankui, whose research flouted both widely accepted ethical standards and a set of field-specific guidelines he co-authored, raises the question of whether guidelines are an effective means of preventing misconduct. This paper advances the theory that guidelines can facilitate moral rationalization, a form of motivated reasoning. Moral rationalization in research occurs when individuals justify their actions with (...) plausible reasons that cohere with their moral standards. This allows them to act as they want while believing in their own goodness. If guidelines facilitate moral rationalization, this has implications for research ethics training and for the work of applied ethicists. Research ethics training ought to incorporate reflection on conative features of reasoning, including incentives to commit misconduct, and applied ethicists ought to be circumspect about their use of ethics guidelines. Otherwise, they are feeding the fire of rationalization with the cognitive material practitioners need to accomplish their desired ends. (shrink)

In this paper, I explore how theorists might navigate a course between the twin dangers of piety and excess cynicism when thinking critically about state apologies, by focusing on two government apologies to indigenous peoples: namely, those made by the Australian and Canadian Prime Ministers in 2008. Both apologies are notable for several reasons: they were both issued by heads of government, and spoken on record within the space of government: the national parliaments of both countries. Furthermore, in each case, (...) the object of the apology – that which was apologized for – comes closer to disrupting the idea both countries have of themselves, and their image in the global political community, than any previous apologies made by either government. Perhaps as a result, both apologies were surrounded by celebration and controversy alike, and tracing their consequences – even in the short term – is a difficult business. We avoid excessive piety or cynicism, I argue, when we take several things into account. First, apologies have multiple functions: they narrate particular histories of wrongdoing, they express disavowal of that wrongdoing, and they commit to appropriate forms of repair or renewal. Second, the significance and the success of each function must be assessed contextually. Third, when turning to official political apologies, in particular, appropriate assessment of their capacity to disavow or to commit requires that consider apologies both as performance and as political action. While there remain significant questions regarding the practice of political apology – in particular, its relationship to practices of reparation, forgiveness and reconciliation – this approach can provide a framework with which to best consider them. (shrink)

What role does the concept of representation play in the contexts of experimentation and explanation in cognitive neurobiology? In this article, a distinction is drawn between minimal and substantive roles for representation. It is argued by appeal to a case study that representation currently plays a role in cognitive neurobiology somewhere in between minimal and substantive and that this is problematic given the ultimate explanatory goals of cognitive neurobiological research. It is suggested that what is needed is for representation to (...) instead play a more substantive role. (shrink)

The most recent versions of official psychiatric diagnostic guidelines include a new addition: Prolonged Grief Disorder (PGD). PGD is controversial due to concerns about harmful looping effects. Some opponents of PGD’s inclusion in the DSM worry that the diagnosis may pathologize normal human experiences and alienate grievers from their grief. This paper argues that these concerns are less troubling than they initially appear (in part because they assume an unhelpful, and conceptually optional, background understanding of health conditions as pathologies) and (...) calls attention to overlooked beneficial looping effects that might be achieved by medicalizing (some) experiences of grief. (shrink)

The categorical denial of third-party forgiveness represents an overly individualistic approach to moral repair. Such an approach fails to acknowledge the important roles played by witnesses, bystanders, beneficiaries, and others who stand in solidarity to the primary victim and perpetrator. In this paper, I argue that the prerogative to forgive or withhold forgiveness is not universal, but neither is it restricted to victims alone. Not only can we make moral sense of some third-party acts and utterances of the form, “I (...) can or cannot forgive…” but also, we ought to recognize them as legitimate instances of third party forgiveness. Concern for the primary victim’s autonomy tends to exaggerate a need for moral deference, while ignoring how others are called upon to support and mediate for victims of violence and oppression. I advocate a cautious extension of the victim’s prerogative to forgive, one that grounds forgiveness in a double relation of sympathetic identification and attentive care. Following Jean Harvey’s recent work, I call this relationship moral solidarity. Furthermore, I argue, there are important moral and political reasons to acknowledge third party forgiveness; these reasons are particularly evident in contexts of oppression. In fact, third party refusals to forgive may have particular moral significance. In situations of abuse, oppression and damaged self-respect, third party refusals may protect the agency of victims who too easily forgive. (shrink)

Recent proposals for a “critical character epistemology” attend to the ways in which environments, institutions, social practices, and relationships promote the development of epistemic vice whilst acknowledging that the contexts of differently situated agents demand different epistemic character traits. I argue that a tension arises between two features of critical character epistemology: the classification as “epistemically corrupting” of environments, institutions, or structures which promote the development of epistemic vice; and commitment to normative contextualism—the doctrine that the normative status (the status (...) of a trait as a virtue or as a vice) of some or all epistemic character traits is context-dependent. I show how these two features lead to the claim that certain traits both are epistemic virtues and hinder the development of epistemic virtues. To make such an evaluation consistent, I propose a modified form of normative contextualism: dual-level normative contextualism. (shrink)