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Xunliang Cai

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Asymmetric On-Policy Distillation: Bridging Exploitation and Imitation at the Token Level

AOPD replaces ineffective negative reinforcement with localized divergence minimization in non-positive advantage regions while preserving positive reinforcement learning and maintains higher policy entropy during training and better capability retention during sequential tool-use adaptation.

Nan Jia, Haojin Yang, Xing-Chen Ma et al. · 18 citations · ⚡5

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