Play2Perfect: What Matters in Dexterous Play Pretraining for Precise Assembly?

Play2Perfect: What Matters in Dexterous Play Pretraining for Precise Assembly?

A reinforcement learning framework called Play2Perfect enables sample-efficient robotic assembly tasks by first learning general manipulation skills through playful interaction wit…

Hugging Face · Daily Papers ·Tyler Ga Wei Lum, Kushal Kedia · ·▲ 9 upvotes

Este artigo está em destaque na seleção diária de papers do Hugging Face, curada pela comunidade de pesquisa em IA.

Autores: Tyler Ga Wei Lum, Kushal Kedia, C. Karen Liu, Jeannette Bohg

  • 9 upvotes da comunidade
  • Temas: reinforcement learning, imitation learning, contact-rich tasks, sparse-reward, task-agnostic pretraining, manipulation priors

Resumo

Resumo original (em inglês), extraído do paper:

A reinforcement learning framework called Play2Perfect enables sample-efficient robotic assembly tasks by first learning general manipulation skills through playful interaction with diverse objects, then adapting these skills for precise assembly through fine-tuning.

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