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This AI Paper Proposes a Pipeline for Improving Imitation Learning Performance with a Small Human Demonstration Budget

  • Researchers propose a pipeline named JUICER to improve imitation learning performance in robotic assembly tasks.
  • The pipeline combines diffusion policy architectures, data noising, and iterative model development cycles.
  • JUICER demonstrates significant improvements in overall task success compared to baseline methods.
  • The provided tools and datasets empower the research community to explore advancements in robotic learning for assembly tasks.

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