Search Results for author: Tianze Zhou

Found 4 papers, 0 papers with code

XRL-Bench: A Benchmark for Evaluating and Comparing Explainable Reinforcement Learning Techniques

no code implementations20 Feb 2024 Yu Xiong, Zhipeng Hu, Ye Huang, Runze Wu, Kai Guan, Xingchen Fang, Ji Jiang, Tianze Zhou, Yujing Hu, Haoyu Liu, Tangjie Lyu, Changjie Fan

To address this, we introduce XRL-Bench, a unified standardized benchmark tailored for the evaluation and comparison of XRL methods, encompassing three main modules: standard RL environments, explainers based on state importance, and standard evaluators.

Decision Making Reinforcement Learning (RL)

Cooperative Multi-Agent Transfer Learning with Level-Adaptive Credit Assignment

no code implementations1 Jun 2021 Tianze Zhou, Fubiao Zhang, Kun Shao, Kai Li, Wenhan Huang, Jun Luo, Weixun Wang, Yaodong Yang, Hangyu Mao, Bin Wang, Dong Li, Wulong Liu, Jianye Hao

In addition, we use a novel agent network named Population Invariant agent with Transformer (PIT) to realize the coordination transfer in more varieties of scenarios.

Management Multi-agent Reinforcement Learning +3

BGC: Multi-Agent Group Belief with Graph Clustering

no code implementations20 Aug 2020 Tianze Zhou, Fubiao Zhang, Pan Tang, Chenfei Wang

Most current methods assume that agents can make communication to assist decisions, which is impractical in some situations.

Clustering Graph Clustering +3

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