Hui Zhang

Learning When to Trust Medical Knowledge: Regression-Safe Routing for Clinical Reasoning

This work constructs a medical knowledge-poisoning benchmark covering retrieved evidence and reasoning chains, with seven attack families filtered by a three-judge "subtle-but-wrong"vote and paired clean exams that separate poisoning effects from question difficulty, and introduces Med-TrustRouter, a lightweight contro...