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Hong-Fu Liu

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#machine learning Preprint Sep 2026

Not All Rollouts Are Worth Learning: On Trajectory Valuation for Post-Training Reinforcement Learning

Dynamic Trajectory Valuation is proposed, a simple and efficient framework that estimates trajectory utility at the mini-batch level and filters detrimental trajectories based solely on gradient information by operating at the optimization level.

Xue-Song Jia, Ziao Yang, Zhan-He Huang et al. · 0 citations

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