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)

What kinds of issues does the global crisis of climate change present to aesthetics, and how will they challenge the field to respond? This paper argues that a new research agenda is needed for aesthetics with respect to global climate change (GCC) and outlines a set of foundational issues which are especially pressing: (1) attention to environments that have been neglected by philosophers, for example, the cryosphere and aerosphere; (2) negative aesthetics of environment, in order to grasp aesthetic experiences, meanings, (...) and dis/values in light of the catastrophic effects of GCC; (3) bringing intergenerational thinking into aesthetics through concepts of temporality and 'future aesthetics' (4) understanding the relationship between aesthetic and ethical values as they arise in regard to GCC. (shrink)

ArgumentMost social scientists today think of data sharing as an ethical imperative essential to making social science more transparent, verifiable, and replicable. But what moved the architects of some of the U.S.’s first university-based social scientific research institutions, the University of Michigan’s Institute for Social Research, and its spin-off, the Inter-university Consortium for Political and Social Research, to share their data? Relying primarily on archived records, unpublished personal papers, and oral histories, I show that Angus Campbell, Warren Miller, Philip Converse, (...) and others understood sharing data not as an ethical imperative intrinsic to social science but as a useful means to the diverse ends of financial stability, scholarly and institutional autonomy, and epistemological reproduction. I conclude that data sharing must be evaluated not only on the basis of the scientific ideals its supporters affirm, but also on the professional objectives it serves. (shrink)

Most research on the corporate philanthropy of organizations has focused on the external benefits of such initiatives for firms, such as benefits for firm reputation and opportunities. However, many firms justify their giving, in part, due to the positive impact it has on their employees. Little is known about the effectiveness of such efforts, or how they can be managed strategically to maximize impact. We hypothesize a main effect of office-level corporate philanthropy on average employee attitudes in that office, but (...) also investigate three strategies that offices may use to enhance this impact. Testing our hypotheses with 3 years of data on attitudes of an average of 14,577 employees in 53 offices we find support for the main effect, but mixed support for the specific strategies used to enhance impact. (shrink)

This book draws its inspiration from Hilbert, Wittgenstein, Cavaillès and Lakatos and is designed to reconfigure contemporary philosophy of mathematics by making the growth of knowledge rather than its foundations central to the study of mathematical rationality, and by analyzing the notion of growth in historical as well as logical terms. Not a mere compendium of opinions, it is organised in dialogical forms, with each philosophical thesis answered by one or more historical case studies designed to support, complicate or question (...) it. The first part of the book examines the role of scientific theory and empirical fact in the growth of mathematical knowledge. The second examines the role of abstraction, analysis and axiomatization. The third raises the question of whether the growth of mathematical knowledge constitutes progress, and how progress may be understood. Readership: Students and scholars concerned with the history and philosophy of mathematics and the formal sciences. (shrink)

This paper explores factors shaping perceptions of Greenhouse Gas Removal (GGR) amongst a range of informed stakeholders, with a particular focus on their role in future social and political systems. We find considerable ambivalence regarding the role of climate targets and incumbent interests in relation to GGR. Our results suggest that GGR is symbolic of a fundamental debate - occurring not only between separate people, but sometimes within the minds of individuals themselves - over whether technological solutions represent a pragmatic (...) or an unethical strategy. We present the idea of a 'Monsanto effect', whereby an entirely separate debate taps into deeper narratives and becomes so pervasive that it spills over into a new topic area. Our findings have significant implications for extant and emergent climate policy as they suggest that, in addition to the considerable practical challenges facing large-scale GGR deployment, there is a deeper psychological challenge in that actors are themselves conflicted about the fundamental desirability of GGR. (shrink)

Exploring key topics in contemporary aesthetics, this work analyzes the issues that arise from the unique works of Frank Sibley (1923-1996), who developed a distinctive aesthetic theory through a number of papers published between 1955 and 1995. Here, thirteen philosophical aestheticians bring Sibley's insight into a contemporary framework, exploring the ways his ideas foster important new discussion about issues in aesthetics. This collection will interest anyone interested in philosophy, art theory, and art criticism.

This essay interprets changes in how “the political” was employed by a group of political theorists connected to the University of California, Berkeley, from the late 1950s up to the present. Initially, the political names both what students of politics ought to study and invokes a way of studying meant to have broad appeal. In later uses, however, the political takes on an evanescent quality compared to the solid realm of generality represented in earlier work. Also, only from the 1970s (...) on is the political explicitly identified with democracy. Finally, later uses of the political no longer invoke a mode of study with broad appeal but one that even most self-described political theorists fail to practice. Though the changes the author analyzes in how the political was conceived are specific to the work of a small group of theorists, they suggest a more general story about the late twentieth-century development of political theory in the American academy. (shrink)

There is little agreement about Aristotle’s philosophy of geometry, partly due to the textual evidence and partly part to disagreement over what constitutes a plausible view. I keep separate the questions ‘What is Aristotle’s philosophy of geometry?’ and ‘Is Aristotle right?’, and consider the textual evidence in the context of Greek geometrical practice, and show that, for Aristotle, plane geometry is about properties of certain sensible objects—specifically, dimensional continuity—and certain properties possessed by actual and potential compass-and-straightedge drawings qua quantitative and (...) continuous. For their part, the objects of stereometry are potential sensible three-dimensional figures qua quantitative and continuous. (shrink)

This chapter places Alexander in his intellectual context, focusing on his early 1880s work, and exploring how that flows into his mature work. It considers Alexander’s views on two major late nineteenth century debates about the mind. First, what is the relationship of mind to nature? During this period, idealists were battling with realists over whether mind should be identified with nature. I argue Alexander was always a realist, and speculate on his association with Oxford realism. Second, how did our (...) minds evolve biologically? Some theorists argued for naturalism, whilst others argued for supernaturalism. I argue Alexander was always a naturalist. Despite Alexander’s realism and naturalism, he leans towards both idealism and supernaturalism, sharply distinguishing his realism from that of early analytic philosophers. The final part of the chapter explains that while Alexander’s system won few converts, it was widely admired and remains a grand edifice in the history of speculative metaphysics. (shrink)

The sublime has been a relatively neglected topic in recent work in philosophical aesthetics, with existing discussions confined mainly to problems in Kant's theory.1 Given the revival of interest in his aesthetic theory and the influence of the Kantian sublime compared to other eighteenth-century accounts, this focus is not surprising. Kant's emphasis on nature also sets his theory apart from other eighteenth-century theories that, although making nature central, also give explicit attention to moral character and mathematical ideas and generally devote (...) more discussion to art and artifacts than Kant did.2 Recent postmodern and poststructuralist theories of the sublime tend to concentrate on the concept in art and .. (shrink)

Coordinated group behaviour can result in conflict or social cohesion. Thus having a better understanding of coordination in social groups could help us tackle some of our most challenging social problems. Historically, the most common way to study group behaviour is to break it down into sub-processes, such as cognition and emotion, then ideally manipulate them in a social context in order to predict some behaviour such as liking versus distrusting a target person. This approach has gotten us partway to (...) understanding many important collective behaviours, but I argue that making major changes in the world will require a more integrated approach. In this review, I introduce dynamic systems theory, with a focus on interpersonal systems, where all the processes we typically study in individuals, such as cognition and emotion, become intertwined between social partners over time. I focus on the concept of coordination, defined as a temporal correlation between interacting components of a system (or systems) arising due to coupling between them. Finally, I show how this perspective could be used to guide investigations of social problems such as polarisation. (shrink)

This book provides a systematic, philosophical account of the main issues that pertain to the aesthetics of modified environments, as well as new insights concerning the generation and appreciation of landscapes and environments that fall between nature and culture, including gardens and ecologically restored landscapes.

In this paper I argue that Kant's distinction in the Inaugural Dissertation between the sensible and the intelligible arises in part out of certain open questions left open by his comparison between mathematics and metaphysics in the Prize Essay. This distinction provides a philosophical justification for his distinction between the respective methods of mathematics and metaphysics and his claim that mathematics admits of a greater degree of certainty. More generally, this illustrates the importance of Kant's reflections on mathematics for the (...) development of his Critical philosophy. (shrink)

This book explicates Leibnizian analysis as a search for conditions of intelligibility, and reconsiders his use of principles and methods as well as his account of truth in this way. Via careful reading of well-known, lesser known, and previously unedited texts, it gives a more accurate picture of his philosophical intentions, as well as the relevance of his project to contemporary debate. Two case studies are included, one concerning logic and the other arithmetic; they illustrate a theory of intelligibility that (...) takes as its central notion "possibility for thought", a notion which allows Leibniz to escape certain traps of psychologism, the pseudo-ontology of empiricism, and the empty forms of logicism, and suggests new approaches for contemporary philosophy. "In this remarkable study, Grosholz and Yakira offer a fresh interpretive and conceptual angle on Leibniz's metaphysics. [...] this study deserves high marks for its subtlety, novelty, and creative insight into Leibniz's modes of inquiry as well as for its philosophical acumen." Annals of Science. (shrink)

This article conceptualises theories of ethics relevant to the recognised problem of decision variability in child protection. Within this field, social workers are faced with multiple ethical imperatives when making decisions about children’s care. They must respond to justice principles concerned with duties and consequences, as well as ethical obligations created by the relational and contextual elements of each case. Recent scholarship on decision variability highlights the justice issues that arise when decisions in response to apparently similar cases differ. An (...) ethical imperative is that similar cases should be treated ‘like for like’ so that children’s and family’s rights are upheld consistently. This article contends that ethical concepts relating to both universalist duties such as respect for persons, extended by the concept of interactive universalism, and contextual responses based on an ethic of care, help theorise the complexities of ethical decisions in child protection. These concepts develop a nuanced understanding of the ways social workers resist risk discourses, may make decisions reflecting the participation of service users, and contextual evaluations of risk based on understanding service user’s life histories. Understanding this combination helps explain the reasons behind variability, and evaluate the moral acceptability or otherwise of apparently variable decisions. (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)

Political ethics, a subfield of applied ethics, is concerned with normative questions about voters, politicians, lobbyists, and other individual political agents. Compared with other fields in applied ethics political ethics has not developed into an area of intense interest in academic philosophy. Debates over the main questions in political ethics occur in mainstream news, on social media, in living rooms and neighborhood bars, etc., but for the most part have not bled over into the pages of philosophy journals and books. (...) This volume aims to fill this gap in the philosophical literature. It contains seventeen original papers by a diverse range of leading scholars on central questions in political ethics. (shrink)

Ontological separation plays a key role in Aristotle’s metaphysical project: substances alone are ontologically χωριστόν. The standard view identifies Aristotelian ontological separation with ontological independence, so that ontological separation is a non-symmetric relation. I argue that there is strong textual evidence that Aristotle employs an asymmetric notion of separation in the Metaphysics—one that involves the dependence of other entities on the independent entity. I argue that this notion allows Aristotle to prevent the proliferation of substance-kinds and thus to secure the (...) unity of his metaphysical system. (shrink)

In this paper, I argue that the success of evolutionary debunking arguments hinges on what theory of epistemic justification one endorses. More specifically, I argue that what it takes to satisfactorily respond to evolutionary debunking arguments depends on what view of epistemic justification one is operating under and that a thorough analysis of any line of response to evolutionary debunking arguments must take into account whether there is a specific view of justification motivating the response or looming in the background. (...) In particular, I argue that pace Andrew del Rio’s claim in the article “Why Undermining Evolutionary Debunkers is Not Enough,” merely undermining the empirical claim can in fact be a successful line of response to debunkers if one endorses a particular version of doxastic conservatism. I also argue that examining how satisfying a response to an evolutionary debunking argument seems to us and considering what theory of justification is looming in the background of the response can shed light on the plausibility of certain theories of epistemic justification. (shrink)

In the article ‘Moral Testimony: A Re-Conceived Understanding Explanation’, Callahan argues that her re-conceived view of understanding can explain the issue with deference to moral testimony better than the more traditional understanding-based accounts. In this paper, I argue that Callahan fails to give a more successful explanation of the problem with moral testimony for two reasons. First, I argue that Callahan fails to adequately prove her claim that deference to testimony disincentivizes her re-conceived understanding. Second, I take issue with Callahan's (...) claim that this re-conceived understanding is distinctly important in the moral domain. I also offer a more promising route for Callahan to take in explaining the problem with moral testimony. (shrink)