arxivstat.MLcs.LGstat.ME2026-07-22
Data-Poisoning Audits for Causal Effect Estimation
Observational causal analyses increasingly pool records across sites, vendors, and collection systems, creating vulnerability to append-only attacks in which plausible records are strategically selected to alter a reported treatment effect. We develop a data-poisoning audit for a…