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cs.LG2024★ 2 cited
Episodic Reinforcement Learning with Expanded State-reward Space
Dayang Liang, Yaru Zhang, Yunlong Liu
Empowered by deep neural networks, deep reinforcement learning (DRL) has demonstrated tremendous empirical successes in various domains, including games, health care, and autonomou…
cs.LG2023
Sequential Action-Induced Invariant Representation for Reinforcement Learning
Dayang Liang, Qihang Chen, Yunlong Liu
How to accurately learn task-relevant state representations from high-dimensional observations with visual distractions is a realistic and challenging problem in visual reinforceme…