Search Results for author: Xinqi Wang

Found 4 papers, 0 papers with code

Transferable Reinforcement Learning via Generalized Occupancy Models

no code implementations10 Mar 2024 Chuning Zhu, Xinqi Wang, Tyler Han, Simon S. Du, Abhishek Gupta

This work proposes a novel class of models, i. e., generalized occupancy models (GOMs), that learn a distribution of successor features from a stationary dataset, along with a policy that acts to realize different successor features.

reinforcement-learning Reinforcement Learning (RL)

On Gap-dependent Bounds for Offline Reinforcement Learning

no code implementations1 Jun 2022 Xinqi Wang, Qiwen Cui, Simon S. Du

This paper presents a systematic study on gap-dependent sample complexity in offline reinforcement learning.

reinforcement-learning Reinforcement Learning (RL)

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