937 citations · 3.8k across the 80 of their papers we have counts for
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stat.ML2022
Query-Adaptive Predictive Inference with Partial Labels
Maxime Cauchois, John Duchi
The cost and scarcity of fully supervised labels in statistical machine learning encourage using partially labeled data for model validation as a cheaper and more accessible altern…
stat.ML2022★ 1 cited
Predictive Inference with Weak Supervision
Maxime Cauchois, Suyash Gupta, Alnur Ali +1
The expense of acquiring labels in large-scale statistical machine learning makes partially and weakly-labeled data attractive, though it is not always apparent how to leverage suc…
stat.ML2022
Memorize to Generalize: on the Necessity of Interpolation in High Dimensional Linear Regression
Chen Cheng, John Duchi, Rohith Kuditipudi
We examine the necessity of interpolation in overparameterized models, that is, when achieving optimal predictive risk in machine learning problems requires (nearly) interpolating…