Search Results for author: Xian Fu

Found 2 papers, 2 papers with code

Bridging Evolutionary Algorithms and Reinforcement Learning: A Comprehensive Survey

1 code implementation22 Jan 2024 Pengyi Li, Jianye Hao, Hongyao Tang, Xian Fu, Yan Zheng, Ke Tang

Specifically, we systematically summarize recent advancements in relevant algorithms and identify three primary research directions: EA-assisted optimization of RL, RL-assisted optimization of EA, and synergistic optimization of EA and RL.

Evolutionary Algorithms reinforcement-learning +1

ERL-Re$^2$: Efficient Evolutionary Reinforcement Learning with Shared State Representation and Individual Policy Representation

1 code implementation26 Oct 2022 Jianye Hao, Pengyi Li, Hongyao Tang, Yan Zheng, Xian Fu, Zhaopeng Meng

The state representation conveys expressive common features of the environment learned by all the agents collectively; the linear policy representation provides a favorable space for efficient policy optimization, where novel behavior-level crossover and mutation operations can be performed.

Continuous Control Evolutionary Algorithms +2

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