This is a supplement-in-progress to a handbook on a field-in-progress: the Oxford Handbook of Ethics of AI (2020) (paperback 2021). It tracks the handbook’s table of contents, which lays out an interdisciplinary and international map of the field of Ethics of AI in Context. Linked, chapter-by-chapter, to the Handbook’s online version (OHO), it also includes preprints and extended versions of selected chapters, related videos and podcasts.
At the heart of the supplement is the extensive Annotated Bibliography of Ethics of AI, with 900+ sources, organized by chapter topic and recently updated (June 2022):
- I. Introduction & Overview
- II. Frameworks & Modes
- III. Concepts & Issues
- IV. Perspectives & Approaches
- V. Cases & Applications
Please check back (or subscribe) for regular updates. For other related material, including videos, podcasts, and symposiums, see here and here.
Preface
Editors’ Preface: Ethics of AI in Context (Markus D. Dubber, Frank Pasquale, Sunit Das)
I. Introduction & Overview
II. Frameworks & Modes
4. AI Governance by Human Rights-Centred Design, Deliberation and Oversight: An End to Ethics Washing (Karen Yeung, Andrew Howes, and Ganna Pogrebna)
5. The Incompatible Incentives of Private Sector AI (Tom Slee)
III. Concepts & Issues
8. We’re Missing a Moral Framework of Justice in Artificial Intelligence: On the Limits, Failings, and Ethics of Fairness (Matthew Le Bui and Safiya Umoja Noble)
9. Accountability in Computer Systems (Joshua A. Kroll)
10. Transparency (Nicholas Diakopoulos)
11. Responsibility and Artificial Intelligence (Virginia Dignum)
12. The Concept of Handoff as a Model for Ethical Analysis and Design (Deirdre K. Mulligan and Helen Nissenbaum)
13. Race and Gender (Timnit Gebru)
14. The Future of Work in the Age of AI: Displacement or Risk-Shifting? (Pegah Moradi and Karen Levy)
15. AI as Moral Right-Holders (John Basl and Joseph Bowen)
- Video: John Basl, AI Rights | Audio (SoundCloud)
- Annotated Bibliography
16. Could You Merge with AI? Reflections on the Singularity and Radical Brain Enhancement (Cody Turner and Susan Schneider)
17. Are Sentient AIs Persons? (Mark Kingwell)
18. Autonomy (Michael Wheeler)
19. Troubleshooting AI and Consent (Meg Leta Jones and Elizabeth Edenberg)
20. Is Human Judgment Necessary? Artificial Intelligence, Algorithmic Governance, and the Law (Norman W. Spaulding)
21. Sexuality (John Danaher)
IV. Perspectives & Approaches
22. Perspectives on Ethics of AI: Computer Science (Benjamin Kuipers)
23. Social Failure Modes in Technology and the Ethics of AI: An Engineering Perspective (Jason Millar)
- Video: Jason Millar, Social Failure Modes in Technology – Implications for AI | Audio (SoundCloud)
- Annotated Bibliography
24. A Human-Centered Approach to AI Ethics: A Perspective from Cognitive Science (Ron Chrisley)
25. Integrating Ethical Values and Economic Value to Steer Progress in Artificial Intelligence (Anton Korinek)
- Extended version of chapter (NBER)
- Video: Anton Korinek, Economic and Ethical Perspectives on the Rise of Artificial Intelligence | Audio (SoundCloud)
- Annotated Bibliography
26. Fairness Criteria through the Lens of Acyclic Graphs: A Statistical Modeling Perspective (Benjamin R. Baer, Daniel E. Gilbert, and Martin T. Wells)
27. Automating Origination: Perspectives from the Humanities (Avery Slater)
- Draft chapter
- Video: Avery Slater, Computation and Creativity | Audio (SoundCloud)
- Annotated Bibliography
28. Perspectives on Ethics of AI: Philosophy (David J. Gunkel)
29. The Complexity of Otherness: Anthropological Contributions to Robots and AI (Kathleen Richardson)
30. Calculative Composition: The Ethics of Automating Design (Shannon Mattern)
31. AI and the Global South: Designing for Other Worlds (Chinmayi Arun)
- Draft chapter
- Chinmayi Arun on AI and the Global South (Legal Philosophy in Taiwan)
- cited in: Angela Daly et al., Artificial Intelligence Governance and Ethics: Global Perspectives (2019)
- Annotated Bibliography
32. Perspectives and Approaches in AI Ethics: East Asia (Danit Gal)
33. Artificial Intelligence and Inequality in the Middle East: The Political Economy of Inclusion (Nagla Rizk, American University in Cairo)
- Video: Nagla Rizk, Artificial Intelligence and Inequality in the Middle East| Audio (Soundcloud)
- Nagham El Houssamy & Nadine Weheba, Artificial Intelligence in Africa: An Overview of ongoing Open AIR Activities
- Annotated Bibliography
34. Europe: Toward a Policy Framework for Trustworthy AI (Andrea Renda)
V. Cases & Applications
35. Ethics of Artificial Intelligence in Transport (Bryant Walker Smith)
36. The Case for Ethical AI in the Military (Jai Galliott and Jason Scholz)
37. The Ethics of AI in Biomedical Research, Patient Care, and Public Health (Alessandro Blasimme and Effy Vayena)
- Draft chapter
- cited in: Linda Nordling, A Fairer Way Forward for AI in Health Care, Nature, Sept. 25, 2019
- Annotated Bibliography
38. Ethics of AI in Law: Basic Questions (Harry Surden)
39. Beyond Bias: “Ethical AI” in Criminal Law (Chelsea Barabas)
- Video: Chelsea Barabas, Beyond Accuracy and Bias: The Pursuit of “Ethical AI” in Criminal Law | Audio (SoundCloud)
- Extended version of chapter (SSRN): Beyond Bias: Re-Imagining the Terms of “Ethical AI” in Criminal Law
- Annotated Bibliography
40. “Fair Notice” in the Age of AI (Kiel Brennan-Marquez)
- Video: Kiel Brennan-Marquez, “Fair Notice” in the Age of Big Data | Audio (SoundCloud)
- Annotated Bibliography
41. AI and Migration Management (Petra Molnar)
- Video: Petra Molnar, Bots at the Gate: A Human Rights Analysis of Automated Decision Making in Canada’s Immigration and Refugee System | Audio (SoundCloud)
- Annotated Bibliography
42. Robot Teaching, Pedagogy and Policy (Elana Zeide)
43. Algorithms and the Social Organization of Work (Ifeoma Ajunwa and Rachel Schlund)
44. Smart City Ethics: How “Smart” Challenges Democratic Governance (Ellen P. Goodman)
- Draft chapter
- Video: Ellen P. Goodman, Smart City Ethics | Audio (SoundCloud)
- Annotated Bibliography
User’s Note
This annotated bibliography is the result of an ongoing collaboration among faculty and students affiliated with the Ethics of AI Lab, Centre for Ethics, University of Toronto. Contributors & editors include:
2021-22 Contributors
Jai Aggarwal, Natalie Ashgriz, Cem Anil, Juhan Bae, Cheryl Cheung, Joseph Donia, Dafna Dror-Shpoliansky, Kamilah Ebrahim, Sharon Ferguson, Anne-Marie Fowler, Ori Freiman, Sicong Huang, Mathew Iantorno, Evan Kanter, Tian Xing Li, Abhishek Moturu, Shruti Nistandra, Nathan Olmstead, Will Power-Jenkins, Amin Rakhsha, Dylan Turpin, Sarah Vu, Michael Zhang; Editors: Jonathan Ku, Aidan Mitchell-Boudrea.
2020-21 Contributors
George-Alexandru Adam, Jesse Bettencourt, Mary Danesh, Juliette Ferry-Danini, Laura Gallo, Kabba Gizaw, James Kenet Tjosvold Duncan, Anne-Marie Fowler, John Giorgi, Noam Kolt, Brenna Li, Lillio Mok, Julian Posada, Vinith Suriyakumar; Editors: Shannon Bardin, Amelia Eaton (lead editor), Holly Johnstone, David Kim, Sara Rasikh (special thanks to Jinx & Julius Dubber).
2019-20 Contributors
Tyler Biswurm, Stacy Chen, Amelia Eaton (lead editor), Stephanie Fielding, Suzanne van Geuns, Vinyas Harish, Chris Hill, Tobias Hobbins, Chris Longley, Liam McCoy, Nishila Mehta, Unnati Patel, Faye Shamshuddin, and Chelsea Tao (special thanks to Julius Dubber).
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