EHR-RobustGym: Benchmarking and Training Agents for Robust Clinical Reasoning

Excerpt

arXiv:2609.39371v1 Announce Type: cross Abstract: In hospital workflows, electronic health records (EHRs) are often noisy, and may not contain the evidence needed to confirm events or measurements referenced in a clinical query. Even when database retrieval succeeds, clinical agents can overlook such discrepancies and return plausible but unsupported answers. We introduce EHR-RobustGym, a scalable and interactive environment for evaluating and training robust clinical agents grounded in noisy EH