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Falcon Z. Dai

2 accepted papers

2024

Subwords as Skills: Tokenization for Sparse-Reward Reinforcement Learning

NeurIPS 2024poster

Exploration in sparse-reward reinforcement learning (RL) is difficult due to the need for long, coordinated sequences of actions in order to achieve any reward. Skill learning, from demonstrations or interaction, is a promising approach to address this, but skill extraction and inference are expensi…