Knowing what you know: valid and validated confidence sets in multiclass and multilabel prediction M Cauchois*, S Gupta*, JC Duchi The Journal of Machine Learning Research 22 (1), 3681-3722, 2021 | 111 | 2021 |
Robust validation: Confident predictions even when distributions shift M Cauchois*, S Gupta*, A Ali, JC Duchi Journal of the American Statistical Association, 1-66, 2024 | 94 | 2024 |
Predictive inference with weak supervision M Cauchois*, S Gupta*, A Ali, JC Duchi Journal of Machine Learning Research 25 (118), 1-45, 2024 | 19 | 2024 |
The s-value: evaluating stability with respect to distributional shifts S Gupta, D Rothenhäusler Advances in Neural Information Processing Systems 36, 2024 | 18 | 2024 |
Predictive Inference in Multi-environment Scenarios JC Duchi*, S Gupta*, K Jiang*, P Sur* arXiv preprint arXiv:2403.16336, 2024 | 3 | 2024 |
Reliability and stability in statistical and machine learning problems S Gupta Stanford University, 2022 | 1 | 2022 |