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Author

Xiao-Yuan Bao

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Preprint Oct 2026

LeakBench: Auditing Reward Hacking through Prediction-Time Leakage in Clinical Modeling Agents

Autonomous clinical-modeling agents can optimize predictive performance while violating conditions that make a model usable. We introduce LeakBench, an executable, guideline-derived audit suite that tests agent decisions for prediction-time leakage, calibration, site-level evaluation, support awareness, and decision-cu...

Xiao-Yuan Bao, Jing-Si Jiang, Shan Jiao et al. · 0 citations

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