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RIG: Syner...
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Image Credit: Arxiv

RIG: Synergizing Reasoning and Imagination in End-to-End Generalist Policy

  • RIG (Reasoning and Imagination in Generalist Policy) is a new approach that combines reasoning and imagination in an end-to-end agent.
  • RIG utilizes a data pipeline to integrate and enrich the content of imagination and reasoning in agent trajectories.
  • The joint learning of reasoning and next image generation in RIG leads to significant sample efficiency improvements and generalization.
  • The synergy of reasoning and imagination in RIG enhances the robustness, generalization, interoperability, and overall performance of the agent.

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