Efficient hyperparameter optimization by way of PAC-Bayes bound minimization. - John J. Cherian; Andrew G. Taube; Robert T. McGibbon; Panagiotis Angelikopoulos; Guy Blanc; Michael Snarski; Daniel D. Richman; John L. Klepeis; David E. Shaw (CoRR, 2020)

Large language model validity via enhanced conformal prediction methods. - John J. Cherian; Isaac Gibbs; Emmanuel J. Candès (NeurIPS, 2024)

Statistical Inference for Fairness Auditing. - John J. Cherian; Emmanuel J. Candès (J. Mach. Learn. Res., 2024)