Leverage SHAP is a regression-based estimator for approximating Shapley values. This repository contains the code for the paper "Provably Accurate Shapley Value Estimation via Leverage Score Sampling" by Christopher Musco and R. Teal Witter.
Please cite our work with the following bibtex entry:
@inproceedings{musco2024provably,
title={Provably Accurate Shapley Value Estimation via Leverage Score Sampling},
author={Musco, Christopher and Witter, R Teal},
booktitle={International Conference on Learning Representations},
year={2025}
}