Knowing what you know: valid and validated confidence sets in multiclass and multilabel prediction M Cauchois, S Gupta, JC Duchi Journal of machine learning research 22 (81), 1-42, 2021 | 92 | 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 | 82 | 2024 |
Predictive inference with weak supervision M Cauchois, S Gupta, A Ali, JC Duchi Journal of Machine Learning Research 25 (118), 1-45, 2024 | 14 | 2024 |
Knowing what you know: valid confidence sets in multiclass and multilabel prediction M Cauchois, S Gupta, JC Duchi Stat 1050, 24, 2020 | 11 | 2020 |
A comment and erratum on" Excess Optimism: How Biased is the Apparent Error of an Estimator Tuned by SURE?" M Cauchois, A Ali, J Duchi arXiv preprint arXiv:2112.14353, 2021 | 1 | 2021 |
Query-Adaptive Predictive Inference with Partial Labels M Cauchois, J Duchi arXiv preprint arXiv:2206.07236, 2022 | | 2022 |
The Lifecycle of a Statistical Model: Model Failure Detection, Identification, and Refitting A Ali, M Cauchois, JC Duchi arXiv preprint arXiv:2202.04166, 2022 | | 2022 |
Confident and Reliable Statistical Predictions in Changing Environments MRM Cauchois Stanford University, 2022 | | 2022 |