Diversity Reading List

Abstract:

This paper argues that AI follows classical versions of epistemology in assuming that the identity of the knowing subject is not important. In other words this serves to ‘delete the subject’. This disguises an implicit hierarchy of knowers involved in the representation of knowledge in AI which privileges the perspective of those who design and build the systems over alternative perspectives. The privileged position reflects Western, professional masculinity. Alternative perspectives, denied a voice, belong to less powerful groups including women. Feminist epistemology can be used to approach this from new directions, in particular, to show how women’s knowledge may be left out of consideration by AI’s focus on masculine subjects. The paper uncovers the tacitly assumed Western professional male subjects in two flagship AI systems, Cyc and Soar.

Publisher’s Note:
"Real" knowing always involves a political dimension, Linda Martín Alcoff suggests. But this does not mean we need to give up realism or the possibility of truth. Recent work in continental philosophy insists on the influence that power and desire exert on knowing, whereas contemporary analytic philosophy largely ignores these political concerns in its accounts of justification and truth. Alcoff engages these traditionally conflicting approaches in a constructive dialogue, effectively spanning the analytic/continental divide.In provocative readings of major figures in the continental tradition, Alcoff shows that the work of Hans-Georg Gadamer and Michel Foucault can help rectify key problems in coherence epistemology, such as the link between coherence and truth. She also argues that discussions about knowledge among continental philosophers can benefit from the work of analytic philosophers Donald Davidson and Hilary Putnam on meaning and ontology. Alcoff makes a compelling case for the need to address truth as a metaphysical issue, in contrast to minimalist tendencies in Anglo-American philosophy and deconstructionism on the continent. Her work persuasively argues for coherentist epistemology as a more realistic reconfiguration of the ontology of truth.

Introduction: There are a variety of ways that feminists have reflected upon and engaged with science critically and constructively each of which might be thought of as perspectives on science. Feminists have detailed the historically gendered participation in the practice of science—the marginalization or exclusion of women from the profession and how their contributions have disappeared when they have participated. Feminists have also noted how the sciences have been slow to study women’s lives, bodies, and experiences. Thus from both the perspectives of the agents—the creators of scientific knowledge—and from the perspectives of the subjects of knowledge—the topics and interests focused on—the sciences often have not served women satisfactorily. We can think of these perspectives as generating two types of equity issues: limitations on the freedom to participate as reflected in the historical underrepresentation of women in the scientific professions and the relative lack of attention to research questions relevant to women’s lives.

Abstract:
Moral encroachment holds that the epistemic justification of a belief can be affected by moral factors. If the belief might wrong a person or group more evidence is required to justify the belief. Moral encroachment thereby opposes evidentialism, and kindred views, which holds that epistemic justification is determined solely by factors pertaining to evidence and truth. In this essay I explain how beliefs such as ‘that woman is probably an administrative assistant’—based on the evidence that most women employees at the firm are administrative assistants—motivate moral encroachment. I then describe weaknesses of moral encroachment. Finally I explain how we can countenance the moral properties of such beliefs without endorsing moral encroachment, and I argue that the moral status of such beliefs cannot be evaluated independently from the understanding in which they are embedded.

Abstract: This paper proposes social constructionist accounts of gender and race. The focus of the inquiry--inquiry aiming to provide resources for feminist and antiracist projects--are the social positions of those marked for privilege or subordination by observed or imagined features assumed to be relevant to reproductive function, or geographical origins. I develop these ideas and propose that other gendered and racialized phenomena are usefully demarcated and explained by reference to these social positions. In doing so, I address the concern that attempts to define race or gender are misguided because they either assume a false commonality or marginalize some members of the group in question.

Abstract:

Artificial intelligence (AI) systems are increasingly adopted to make decisions in domains such as business, education, health care, and criminal justice. However, such algorithmic decision systems can have prevalent biases against marginalized social groups and undermine social justice. Explainable artificial intelligence (XAI) is a recent development aiming to make an AI system’s decision processes less opaque and to expose its problematic biases. This paper argues against technical XAI, according to which the detection and interpretation of algorithmic bias can be handled more or less independently by technical experts who specialize in XAI methods. Drawing on resources from feminist epistemology, we show why technical XAI is mistaken. Specifically, we demonstrate that the proper detection of algorithmic bias requires relevant interpretive resources, which can only be made available, in practice, by actively involving a diverse group of stakeholders. Finally, we suggest how feminist theories can help shape integrated XAI: an inclusive social-epistemic process that facilitates the amelioration of algorithmic bias.

Abstract: Recent philosophy of science has witnessed a shift in focus, in that significantly more consideration is given to how scientists employ models. Attending to the role of models in scientific practice leads to new questions about the representational roles of models, the purpose of idealizations, why multiple models are used for the same phenomenon, and many more besides. In this paper, I suggest that these themes resonate with central topics in feminist epistemology, in particular prominent versions of feminist empiricism, and that model-based science and feminist epistemology each has crucial resources to offer the other's project.

Abstract:
Attempts to identify feminist epistemology by picking out particular topics or projects that supposedly all feminist epistemologists engage, or by focusing on specific claims or theories about knowledge (justification, objectivity) to which all or most feminist epistemologists subscribe, often end up mischaracterizing the field. I argue that what makes feminist epistemology distinctive, a quarter century into its development, is best determined by examining what makes mainstream epistemology still so distinctively non‐feminist. For example, feminist epistemology includes a critical examination of historical and contemporary forms of epistemic subordination and disempowerment that it seeks to bring out from the shadows of traditional theorizing in epistemology, that is, forms of exclusion or distancing of women and other “others” from domains, conceptions, and idealizations of knowledge and of epistemology. This feminist project, though it encompasses quite a range of specific inquiries, is distinctive to the extent that proponents of mainstream projects or perspectives in epistemology remain hostile to, dismissive of, or notably ignorant of it. Mainstream marginalizations and dismissals of feminist work are underwritten by distinctively limited understandings of specific features of epistemological theorizing that come to the fore in an examination of the relationship between feminist and mainstream work in epistemology. These features include: a recognition of the historical situatedness of epistemology; an appreciation of different types of relationships between epistemology and politics; the promotion of epistemological reflexivity; critical re-assessments of starting concepts and questions in epistemology; and recognition of important connections between epistemic normativity and moral or political normativity.