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Added by: Clotilde Torregrossa, Contributed by: Marilou NieddaAbstract:
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.
Comment: It is an interesting text for students who work specifically with the concept of XAI (Explainability) in phil of AI. It offers an alternate perspective of this super technical/analytical concept. Can be used by students in computer science (in an ethics class, perhaps).
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Added by: Simon Fokt, Contributed by: Ian James Kidd, Corbin CovingtonAbstract: This book explores the epistemic side of oppression, focusing on racial and sexual oppression and their interconnections. It elucidates how social insensitivities and imposed silences prevent members of different groups from interacting epistemically in fruitful ways-from listening to each other, learning from each other, and mutually enriching each other's perspectives. Medina's epistemology of resistance offers a contextualist theory of our complicity with epistemic injustices and a social connection model of shared responsibility for improving epistemic conditions of participation in social practices. Through the articulation of a new interactionism and polyphonic contextualism, the book develops a sustained argument about the role of the imagination in mediating social perceptions and interactions. It concludes that only through the cultivation of practices of resistance can we develop a social imagination that can help us become sensitive to the suffering of excluded and stigmatized subjects. Drawing on Feminist Standpoint Theory and Critical Race Theory, this book makes contributions to social epistemology and to recent discussions of testimonial and hermeneutical injustice, epistemic responsibility, counter-performativity, and solidarity in the fight against racism and sexism.Comment: A complex study in social, virtue, vice, and racial epistemology. A systematic study of gendered and radicalised epistemic injustices. It can support teaching on social, virtue, vice, and racial epistemology, and is best in a systematic study of gendered and radicalised epistemic injustices.
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Added by: Rie IzukaAbstract: In this paper I provide an account of two forms of intellectual arrogance which cause the epistemic practices of conversational turn-taking and assertion to malfunction. I detail some of the ethical and epistemic harms generated by intellectual arrogance, and explain its role in fostering the intellectual vices of timidity and servility in other agents. Finally, I show that arrogance produces ignorance by silencing others (both preventing them from speaking and causing their assertions to misfire) and by fostering self-delusion in the arrogant themselves.Comment: This article examines intellectual vices of arrogance, and its counterpart: servility. The author explains how the former vice develops the latter: culpably breaking of the norms of turn-taking of conversation locutionarily silences other conversants, and such disrespectful behavior would lead conversants to fall into a vice of intellectual servility. This paper works well in teaching individual vice to undergrads, it does not require any prior knowledge of virtue epistemology, hence, perfect for introductory course of virtue epistemology.
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