Distributional Soft Actor-Critic With Three Refinements

Reinforcement learning (RL) has shown remarkable success in solving complex decision-making and control tasks. However, many model-free RL algorithms experience performance degradation due to inaccurate value estimation, particularly the overestimation of Q-values, which can lead to suboptimal polic...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 47(2025), 5 vom: 07. Mai, Seite 3935-3946
1. Verfasser: Duan, Jingliang (VerfasserIn)
Weitere Verfasser: Wang, Wenxuan, Xiao, Liming, Gao, Jiaxin, Li, Shengbo Eben, Liu, Chang, Zhang, Ya-Qin, Cheng, Bo, Li, Keqiang
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2025
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article