| Underspecification presents challenges for credibility in modern machine learning A D'Amour, K Heller, D Moldovan, B Adlam, B Alipanahi, A Beutel, ... Journal of Machine Learning Research 23 (226), 1-61, 2022 | 821 | 2022 |
| Disambiguation and co-authorship networks of the US patent inventor database (1975–2010) GC Li, R Lai, A D’Amour, DM Doolin, Y Sun, VI Torvik, ZY Amy, L Fleming Research Policy 43 (6), 941-955, 2014 | 820* | 2014 |
| Algorithmic fairness: Choices, assumptions, and definitions S Mitchell, E Potash, S Barocas, A D'Amour, K Lum Annual review of statistics and its application 8 (1), 141-163, 2021 | 792* | 2021 |
| Fairness is not static: deeper understanding of long term fairness via simulation studies A D'Amour, H Srinivasan, J Atwood, P Baljekar, D Sculley, Y Halpern Proceedings of the 2020 Conference on Fairness, Accountability, and …, 2020 | 281 | 2020 |
| Overlap in observational studies with high-dimensional covariates A D’Amour, P Ding, A Feller, L Lei, J Sekhon Journal of Econometrics 221 (2), 644-654, 2021 | 262 | 2021 |
| Evaluating prediction-time batch normalization for robustness under covariate shift Z Nado, S Padhy, D Sculley, A D'Amour, B Lakshminarayanan, J Snoek arXiv preprint arXiv:2006.10963, 2020 | 245 | 2020 |
| Pointwise: Predicting points and valuing decisions in real time with nba optical tracking data D Cervone, A D’amour, L Bornn, K Goldsberry Proceedings of the 8th MIT Sloan Sports Analytics Conference, Boston, MA …, 2014 | 228 | 2014 |
| A multiresolution stochastic process model for predicting basketball possession outcomes D Cervone, A D’Amour, L Bornn, K Goldsberry Journal of the American Statistical Association 111 (514), 585-599, 2016 | 213 | 2016 |
| Counterfactual invariance to spurious correlations in text classification V Veitch, A D'Amour, S Yadlowsky, J Eisenstein Advances in neural information processing systems 34, 16196-16208, 2021 | 168 | 2021 |
| On robustness and transferability of convolutional neural networks J Djolonga, J Yung, M Tschannen, R Romijnders, L Beyer, A Kolesnikov, ... Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021 | 158 | 2021 |
| Flexible sensitivity analysis for observational studies without observable implications AM Franks, A D’Amour, A Feller Journal of the American Statistical Association, 2020 | 125 | 2020 |
| Estimating rates of carriage acquisition and clearance and competitive ability for pneumococcal serotypes in Kenya with a Markov transition model M Lipsitch, O Abdullahi, A D'Amour, W Xie, DM Weinberger, ET Tchetgen, ... Epidemiology 23 (4), 510-519, 2012 | 119 | 2012 |
| On multi-cause causal inference with unobserved confounding: Counterexamples, impossibility, and alternatives A D'Amour arXiv preprint arXiv:1902.10286, 2019 | 107* | 2019 |
| 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 | 102* | 2022 |
| Reducing reparameterization gradient variance A Miller, N Foti, A D'Amour, RP Adams Advances in Neural Information Processing Systems 30, 2017 | 99 | 2017 |
| The multiberts: Bert reproductions for robustness analysis T Sellam, S Yadlowsky, J Wei, N Saphra, A D'Amour, T Linzen, J Bastings, ... arXiv preprint arXiv:2106.16163, 2021 | 93 | 2021 |
| Causally motivated shortcut removal using auxiliary labels M Makar, B Packer, D Moldovan, D Blalock, Y Halpern, A D’Amour International Conference on Artificial Intelligence and Statistics, 739-766, 2022 | 76 | 2022 |
| Meta-analytics: tools for understanding the statistical properties of sports metrics AM Franks, A D’Amour, D Cervone, L Bornn Journal of Quantitative Analysis in Sports 12 (4), 151-165, 2016 | 61 | 2016 |
| Helping or herding? reward model ensembles mitigate but do not eliminate reward hacking J Eisenstein, C Nagpal, A Agarwal, A Beirami, A D'Amour, DJ Dvijotham, ... arXiv preprint arXiv:2312.09244, 2023 | 46 | 2023 |
| Detecting underspecification with local ensembles D Madras, J Atwood, A D'Amour arXiv preprint arXiv:1910.09573, 2019 | 30* | 2019 |
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