publications

In reverse chronological order.

2024

  1. Large language model validity via enhanced conformal prediction methods
    John J Cherian , Isaac Gibbs , and Emmanuel J Candès
    NeurIPS, 2024

2023

  1. Statistical Inference for Fairness Auditing
    John J Cherian , and Emmanuel J Candès
    Journal of Machine Learning Research, 2023
  2. Conformal Prediction With Conditional Guarantees
    Isaac Gibbs , John J Cherian , and Emmanuel J Candès
    arXiv preprint arXiv:2305.12616, 2023

2020

  1. Efficient hyperparameter optimization by way of PAC-Bayes bound minimization
    John J Cherian , Andrew G Taube , Robert T McGibbon , and 6 more authors
    arXiv preprint arXiv:2008.06431, 2020