This codebase implements the experiments from "Is merging worth it? Securely evaluating the information gain for causal dataset acquisition" (AISTATS 2025).
-
To reproduce the experiments in Section 5.1, see
illustrative_exp -
To reproduce the experiments in Section 5.2, see
ranking_exp -
To reproduce the experiments in Section 5.3, see
mpc_exp
@inproceedings{fawkes2025merging,
title={Is merging worth it? Securely evaluating the information gain for causal dataset acquisition},
author={Fawkes, Jake and Ter-Minassian, Lucile and Ivanova, Desi R. and Shalit, Uri and Holmes, Chris},
booktitle={International Conference on Artificial Intelligence and Statistics (AISTATS)},
organization={PMLR},
year={2025}
}