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Dissecting Advantage-Guided Post-Training for Vision-Language-Action Policies

Cao, Jiahang et al.
arXiv (All) · Papers
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robotics
Advantage-guided reinforcement learning provides a practical way to post-train vision-language-action (VLA) policies using limited robot data. However, its performance depends on several coupled choices, including how critic-derived advantages are constructed, calibrated, and used for policy trainin
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