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3 Feb 2026

Paper summary

Paper summary: Green-VLA: Staged Vision-Language-Action Model for Generalist Robots

Green-VLA is a five-stage vision-language-action training recipe, from a base VLM to RL policy alignment, with one embodiment-aware action interface that controls humanoids, mobile manipulators and fixed arms.

  • One policy drives very different robot bodies through a unified, embodiment-aware action interface.
  • The last stage, RL alignment, improves success rate, robustness and long-horizon efficiency.

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