Python package for conformal prediction

Wrapper for a PyTorch classifier which allows it to output prediction sets. The sets are theoretically guaranteed to contain the true class with high probability (via conformal prediction).

Code for the ICML 2023 paper "Fast Online Value-Maximizing Prediction Sets with Conformal Cost Control"

PAC Prediction Sets Under Covariate Shift

Code for "Designing Decision Support Systems Using Counterfactual Prediction Sets". ICML 2024.

Code for "Controlling Counterfactual Harm in Decision Support Systems Based on Prediction Sets", Arxiv 2024.

This repo contains the codes, images, report and slides for the first project of the course - MTH673A: Robust Statistical Methods at IIT Kanpur during the academic year 2022-2023.