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Zhilong Zhang

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#machine learning Preprint Sep 2026

Prioritized Rollouts for Efficient World Model-based Vision-Language-Action Policy Optimization

Vision-Language-Action (VLA) models have emerged as a powerful paradigm for embodied intelligence, but fine-tuning them with reinforcement learning (RL) remains constrained by the cost of real-world robot interaction. Model-based reinforcement learning (MBRL) reduces this cost by using a learned world model to generate...

Yi-Fei Sheng, Hao-Xiang Ren, Zhilong Zhang et al. · 0 citations
Jul 2026

Weak-to-Strong Generalization via Direct On-Policy Distillation

Direct On-Policy Distillation (Direct-OPD) is proposed, which transfers the teacher's RL-induced policy shift instead of running sparse-reward RL on the target model and consistently leverages weaker teachers to improve stronger target models.

Shiyuan Feng, Huan Gao, Haohan Chi et al. · 8 citations · ⚡1

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