Publications and preprints

• Predictive inference with weak supervision - Maxime Cauchois *, Suyash Gupta *, Alnur Ali, John Duchi. 2022.
  [arxiv].

• The s-value: evaluating stability with respect to distributional shifts - Suyash Gupta, Dominik Rothenhaeusler. 2021. [arxiv] [slides1] [slides2][video]

• Robust Validation: Confident Predictions Even When Distributions Shift - Maxime Cauchois *, Suyash Gupta *, Alnur Ali, John Duchi.
  Major Revision requested at Journal of American Statistical Association. 2020. [arxiv] [slides1] [slides2][video]

• Knowing what you know: valid confidence sets in multiclass and multilabel prediction - Maxime Cauchois *, Suyash Gupta *, John Duchi.
  Journal of Machine Learning Research. 2021. [journal] [arxiv] [slides]

(* author order determined alphabetically )

Work in progress

• Distributionally robust models via penalization towards independence - joint with Dominik Rothenhaeusler.

• Conformal invariance - joint with John Duchi and Pragya Sur.