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Improving General Role-Playing Agents via Psychology-Grounded Reasoning and Role-Aware Policy Optimization

Psy-CoT decomposes role-playing reasoning into psychology-grounded steps, and RAPO uses profile-token mutual information to weight gradients, improving fidelity and out-of-distribution generalization over supervised fine-tuning.

Zhenhua Xu, Dongsheng Chen, Jian Li, Yitong Lin and 6 more

Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026

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