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精读 ThinkAct：用动作对齐的视觉奖励通过 GRPO 训练 embodied reasoning，再以视觉计划 latent 条件化 DiT Action Model，实现长时规划、少样本适应与自纠错。
paper deep dive
thinkact
vision-language-action
embodied reasoning
reinforcement learning
