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cs.LG2026★ 1 cited
From Pixels to Temporal Correlations: Learning Informative Representations for Reinforcement Learning Pre-training
Jinwen Wang, Youfang Lin, Xiaobo Hu +4
Unsupervised pre-training on large-scale datasets has demonstrated significant potential for improving the sample efficiency and performance of Reinforcement Learning (RL). Given t…
cs.LG2022★ 3 cited
Conservative Distributional Reinforcement Learning with Safety Constraints
Hengrui Zhang, Youfang Lin, Sheng Han +2
Safety exploration can be regarded as a constrained Markov decision problem where the expected long-term cost is constrained. Previous off-policy algorithms convert the constrained…