一作NeurIPS 2026Poster
CoE-Agent: Co-Evolving Patient-Doctor Agents via Interactive Policy Graph Optimization for Clinical Decision Making
Guolin Huang · Wenting Chen · Linlin Shen
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Guolin Huang · Wenting Chen · Linlin Shen
Wenting Chen · Guolin Huang · Wenxuan Wang · Zhongrui Zhu
Despite achieving high accuracy on medical benchmarks, LLMs exhibit the Einstellung Effect in clinical diagnosis—relying on statistical shortcuts rather than patient-specific evidence, causing misdiagnosis in atypical cases. Existing benchmarks fail to detect this critical failure mode. We introd...