| Causal inference methods for combining randomized trials and observational studies: a review B Colnet, I Mayer, G Chen, A Dieng, R Li, G Varoquaux, JP Vert, J Josse, ... Statistical science 39 (1), 165-191, 2024 | 104 | 2024 |
| Maintaining fairness across distribution shift: do we have viable solutions for real-world applications? J Schrouff, N Harris, O Koyejo, I Alabdulmohsin, E Schnider, ... arXiv preprint arXiv:2202.01034, 2022 | 39 | 2022 |
| Diagnosing failures of fairness transfer across distribution shift in real-world medical settings J Schrouff, N Harris, S Koyejo, IM Alabdulmohsin, E Schnider, ... Advances in Neural Information Processing Systems 35, 19304-19318, 2022 | 36 | 2022 |
| Interpretable Almost-Exact Matching for Causal Inference A Dieng, Y Liu, S Roy, C Rudin, A Volfovsky The 22nd International Conference on Artificial Intelligence and Statistics …, 2019 | 28 | 2019 |
| Globalizing Fairness Attributes in Machine Learning: A Case Study on Health in Africa MN Asiedu, A Dieng, A Oppong, M Nagawa, S Koyejo, K Heller arXiv preprint arXiv:2304.02190, 2023 | 5 | 2023 |
| A Toolbox for Surfacing Health Equity Harms and Biases in Large Language Models SR Pfohl, H Cole-Lewis, R Sayres, D Neal, M Asiedu, A Dieng, ... arXiv preprint arXiv:2403.12025, 2024 | 4 | 2024 |
| Almost-Exact Matching with Replacement for Causal Inference A Dieng, Y Liu, S Roy, C Rudin, A Volfovsky Proceedings of the 22nd International Conference on Artificial Intelligence …, 2018 | 2 | 2018 |
| The Case for Globalizing Fairness: A Mixed Methods Study on Colonialism, AI, and Health in Africa M Asiedu, A Dieng, A Haykel, N Rostamzadeh, S Pfohl, C Nagpal, ... arXiv preprint arXiv:2403.03357, 2024 | | 2024 |
| Algorithmic Fairness through the Lens of Causality and Privacy (AFCP) 2022 A Dieng, M Rateike, G Farnadi, F Fioretto, M Kusner, J Schrouff Workshop on Algorithmic Fairness through the Lens of Causality and Privacy, 1-6, 2023 | | 2023 |
| Algorithmic Fairness through the Lens of Causality and Robustness (AFCR) 2021 J Schrouff, A Dieng, M Rateike, K Kwegyir-Aggrey, G Farnadi Algorithmic Fairness through the Lens of Causality and Robustness workshop, 1-5, 2022 | | 2022 |
| Fairness properties do not transfer: do we have viable solutions for real-world applications? J Schrouff, N Harris, S Koyejo, IMI Alabdulmohsin, E Schnider, ... | | 2022 |
