FIELD NOTES TOPIC

rl fine-tuning

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  1. FORCE: Efficient VLA Reinforcement Fine-Tuning via Value-Calibrated Warm-up and Self-Distillation

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    The paper introduces FORCE, a three-stage framework for improving the efficiency of fine-tuning Vision-Language-Action (VLA) models via Reinforcement Learning (RL). The framework addresses two main issues: initial…