A Causal Bayesian Networks Viewpoint on Fairness. - Silvia Chiappa; William S. Isaac (Privacy and Identity Management, 2018)

Participatory Problem Formulation for Fairer Machine Learning Through Community Based System Dynamics. - Donald Martin Jr.; Vinodkumar Prabhakaran; Jill Kuhlberg; Andrew Smart; William S. Isaac (CoRR, 2020)

Extending the Machine Learning Abstraction Boundary: A Complex Systems Approach to Incorporate Societal Context. - Donald Martin Jr.; Vinodkumar Prabhakaran; Jill Kuhlberg; Andrew Smart; William S. Isaac (CoRR, 2020)

Decolonial AI: Decolonial Theory as Sociotechnical Foresight in Artificial Intelligence. - Shakir Mohamed; Marie-Therese Png; William Isaac 001 (CoRR, 2020)

Model-free conventions in multi-agent reinforcement learning with heterogeneous preferences. - Raphael Köster; Kevin R. McKee; Richard Everett 001; Laura Weidinger; William S. Isaac; Edward Hughes 001; Edgar A. Duéñez-Guzmán; Thore Graepel; Matthew M. Botvinick; Joel Z. Leibo (CoRR, 2020)

Modelling Cooperation in Network Games with Spatio-Temporal Complexity. - Michiel A. Bakker; Richard Everett 001; Laura Weidinger; Iason Gabriel; William S. Isaac; Joel Z. Leibo; Edward Hughes 001 (AAMAS, 2021)

Statistical discrimination in learning agents. - Edgar A. Duéñez-Guzmán; Kevin R. McKee; Yiran Mao; Ben Coppin; Silvia Chiappa; Alexander Sasha Vezhnevets; Michiel A. Bakker; Yoram Bachrach; Suzanne Sadedin; William Isaac 001; Karl Tuyls; Joel Z. Leibo (CoRR, 2021)

Ethical and social risks of harm from Language Models. - Laura Weidinger; John Mellor; Maribeth Rauh; Conor Griffin; Jonathan Uesato; Po-Sen Huang; Myra Cheng; Mia Glaese; Borja Balle; Atoosa Kasirzadeh; Zac Kenton; Sasha Brown; et al. (CoRR, 2021)

Scaling Language Models: Methods, Analysis & Insights from Training Gopher. - Jack W. Rae; Sebastian Borgeaud; Trevor Cai; Katie Millican; Jordan Hoffmann; H. Francis Song; John Aslanides; Sarah Henderson; Roman Ring; Susannah Young; Eliza Rutherford; Tom Hennigan; et al. (CoRR, 2021)

Power to the People? Opportunities and Challenges for Participatory AI. - Abeba Birhane; William Isaac 001; Vinodkumar Prabhakaran; Mark Diaz; Madeleine Clare Elish; Iason Gabriel; Shakir Mohamed (EAAMO, 2022)

Taxonomy of Risks posed by Language Models. - Laura Weidinger; Jonathan Uesato; Maribeth Rauh; Conor Griffin; Po-Sen Huang; John Mellor; Amelia Glaese; Myra Cheng; Borja Balle; Atoosa Kasirzadeh; Courtney Biles; Sasha Brown; et al. (FAccT, 2022)

Characteristics of Harmful Text: Towards Rigorous Benchmarking of Language Models. - Maribeth Rauh; John Mellor; Jonathan Uesato; Po-Sen Huang; Johannes Welbl; Laura Weidinger; Sumanth Dathathri; Amelia Glaese; Geoffrey Irving; Iason Gabriel; William Isaac 001; Lisa Anne Hendricks (NeurIPS, 2022)

Improving alignment of dialogue agents via targeted human judgements. - Amelia Glaese; Nat McAleese; Maja Trebacz; John Aslanides; Vlad Firoiu; Timo Ewalds; Maribeth Rauh; Laura Weidinger; Martin J. Chadwick; Phoebe Thacker; Lucy Campbell-Gillingham; Jonathan Uesato; et al. (CoRR, 2022)

Representation in AI Evaluations. - A. Stevie Bergman; Lisa Anne Hendricks; Maribeth Rauh; Boxi Wu; William Agnew; Markus Kunesch; Isabella Duan; Iason Gabriel; William Isaac 001 (FAccT, 2023)

Sociotechnical Safety Evaluation of Generative AI Systems. - Laura Weidinger; Maribeth Rauh; Nahema Marchal; Arianna Manzini; Lisa Anne Hendricks; Juan Mateos-Garcia; A. Stevie Bergman; Jackie Kay; Conor Griffin; Ben Bariach; Iason Gabriel; Verena Rieser; et al. (CoRR, 2023)

Gaps in the Safety Evaluation of Generative AI. - Maribeth Rauh; Nahema Marchal; Arianna Manzini; Lisa Anne Hendricks; Ramona Comanescu; Canfer Akbulut; Tom Stepleton; Juan Mateos-Garcia; A. Stevie Bergman; Jackie Kay; Conor Griffin; Ben Bariach; et al. (AIES (1), 2024)

Recourse for Reclamation: Chatting with Generative Language Models. - Jennifer Chien; Kevin R. McKee; Jackie Kay; William Isaac 001 (CHI Extended Abstracts, 2024)

STAR: SocioTechnical Approach to Red Teaming Language Models. - Laura Weidinger; John Mellor; Bernat Guillen Pegueroles; Nahema Marchal; Ravin Kumar; Kristian Lum; Canfer Akbulut; Mark Diaz; A. Stevie Bergman; Mikel Rodriguez; Verena Rieser; William Isaac 001 (EMNLP, 2024)

Holistic Safety and Responsibility Evaluations of Advanced AI Models. - Laura Weidinger; Joslyn Barnhart; Jenny Brennan; Christina Butterfield; Susie Young; Will Hawkins; Lisa Anne Hendricks; Ramona Comanescu; Oscar Chang; Mikel Rodriguez; Jennifer Beroshi; Dawn Bloxwich; et al. (CoRR, 2024)

The Ethics of Advanced AI Assistants. - Iason Gabriel; Arianna Manzini; Geoff Keeling; Lisa Anne Hendricks; Verena Rieser; Hasan Iqbal; Nenad Tomasev; Ira Ktena; Zachary Kenton; Mikel Rodriguez; Seliem El-Sayed; Sasha Brown; et al. (CoRR, 2024)

Generative AI Misuse: A Taxonomy of Tactics and Insights from Real-World Data. - Nahema Marchal; Rachel Xu; Rasmi Elasmar; Iason Gabriel; Beth Goldberg; William Isaac 001 (CoRR, 2024)

(Unfair) Norms in Fairness Research: A Meta-Analysis. - Jennifer Chien; A. Stevie Bergman; Kevin R. McKee; Nenad Tomasev; Vinodkumar Prabhakaran; Rida Qadri; Nahema Marchal; William Isaac 001 (CoRR, 2024)

A theory of appropriateness with applications to generative artificial intelligence. - Joel Z. Leibo; Alexander Sasha Vezhnevets; Manfred Diaz; John P. Agapiou; William A. Cunningham; Peter Sunehag; Julia Haas; Raphael Koster; Edgar A. Duéñez-Guzmán; William S. Isaac; Georgios Piliouras; Stanley M. Bileschi; et al. (CoRR, 2024)

Century: A Framework and Dataset for Evaluating Historical Contextualisation of Sensitive Images. - Canfer Akbulut; Kevin Robinson; Maribeth Rauh; Isabela Albuquerque; Olivia Wiles; Laura Weidinger; Verena Rieser; Yana Hasson; Nahema Marchal; Iason Gabriel; William Isaac 001; Lisa Anne Hendricks (ICLR, 2025)

Toward an Evaluation Science for Generative AI Systems. - Laura Weidinger; Inioluwa Deborah Raji; Hanna M. Wallach; Margaret Mitchell; Angelina Wang; Olawale Salaudeen; Rishi Bommasani; Deep Ganguli; Sanmi Koyejo; William Isaac 001 (CoRR, 2025)

Multi-Actor Generative Artificial Intelligence as a Game Engine. - Alexander Sasha Vezhnevets; Jayd Matyas; Logan Cross; Davide Paglieri; Minsuk Chang; William A. Cunningham; Simon Osindero; William S. Isaac; Joel Z. Leibo (CoRR, 2025)