Search Results for author: Jianing Ye

Found 4 papers, 1 papers with code

Generalizable Episodic Memory for Deep Reinforcement Learning

1 code implementation11 Mar 2021 Hao Hu, Jianing Ye, Guangxiang Zhu, Zhizhou Ren, Chongjie Zhang

Episodic memory-based methods can rapidly latch onto past successful strategies by a non-parametric memory and improve sample efficiency of traditional reinforcement learning.

Atari Games Continuous Control +2

Towards Understanding Cooperative Multi-Agent Q-Learning with Value Factorization

no code implementations NeurIPS 2021 Jianhao Wang, Zhizhou Ren, Beining Han, Jianing Ye, Chongjie Zhang

Value factorization is a popular and promising approach to scaling up multi-agent reinforcement learning in cooperative settings, which balances the learning scalability and the representational capacity of value functions.

counterfactual Multi-agent Reinforcement Learning +3

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