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Goal-Oriented Skill Abstraction for Offline Multi-Task Reinforcement Learning

  • Offline multi-task reinforcement learning faces challenges in sharing knowledge across tasks.
  • Goal-Oriented Skill Abstraction (GO-Skill) proposed to enhance knowledge transfer and task performance.
  • GO-Skill extracts reusable skills through a goal-oriented process and constructs a discrete skill library using vector quantization.
  • Experiments on robotic manipulation tasks show the effectiveness and versatility of GO-Skill in MetaWorld benchmark.

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