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Learning to Play Football From Sports Domain Perspective: A Knowledge-Embedded Deep Reinforcement Learning Framework 期刊论文
IEEE TRANSACTIONS ON GAMES, 2023, 卷号: 15, 期号: 4, 页码: 648-657
Authors:  Liu, Boyin;  Pu, Zhiqiang;  Zhang, Tianle;  Wang, Huimu;  Yi, Jianqiang;  Mi, Jiachen
Favorite  |  View/Download:46/0  |  Submit date:2024/02/22
Deformable convolution  football analysis  pitch control  reinforcement learning  
Cognition-Driven Multiagent Policy Learning Framework for Promoting Cooperation 期刊论文
IEEE TRANSACTIONS ON GAMES, 2023, 卷号: 15, 期号: 3, 页码: 388-398
Authors:  Pu, Zhiqiang;  Wang, Huimu;  Liu, Boyin;  Yi, Jianqiang
Favorite  |  View/Download:86/0  |  Submit date:2023/11/16
Cognition difference  coupling cognition network (CCN)  deep reinforcement learning (DRL)  graph convolutional network  multiagent systems (MASs)  
Attention Enhanced Reinforcement Learning for Multi agent Cooperation 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 页码: 15
Authors:  Pu, Zhiqiang;  Wang, Huimu;  Liu, Zhen;  Yi, Jianqiang;  Wu, Shiguang
Adobe PDF(2967Kb)  |  Favorite  |  View/Download:331/48  |  Submit date:2022/06/06
Training  Reinforcement learning  Games  Scalability  Task analysis  Standards  Optimization  Attention mechanism  deep reinforcement learning (DRL)  graph convolutional networks  multi agent systems  
Attention enhanced reinforcement learning for multi-agent cooperation 期刊论文
IEEE Transactions on Neural Networks and Learning Systems, 2022, 期号: 2022, 页码: 1-15
Authors:  Zhiqiang Pu;  Huimu Wang;  Zhen Liu;  Jianqiang Yi;  Shiguang Wu
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Attention mechanism  deep reinforcement learning (DRL)  graph convolutional networks  multi agent systems  
Multi-Agent Cooperation and Competition with Two-Level Ggraph Attention Network 会议论文
, 线上, 2020-11
Authors:  Shiguang, Wu;  Zhiqiang, Pu;  Jianqiang, Yi;  Huimu, Wang
Adobe PDF(1185Kb)  |  Favorite  |  View/Download:156/1  |  Submit date:2021/06/24
基于深度强化学习的群体协同决策关键问题研究 学位论文
, 中国科学院大学: 中国科学院大学人工智能学院, 2021
Authors:  王彗木
Adobe PDF(8945Kb)  |  Favorite  |  View/Download:294/1  |  Submit date:2021/06/24
群体系统  协同决策  多智能体系统  深度强化学习  图卷积网络  注 意力机制  
STGA-LSTM: A Spatial-Temporal Graph Attentional LSTM Scheme for Multi-Agent Cooperation 会议论文
, 线上, 2020-11
Authors:  Huimu Wang;  Zhen Liu;  Zhiqiang Pu;  Jianqiang Yi
Adobe PDF(916Kb)  |  Favorite  |  View/Download:96/0  |  Submit date:2021/06/24
Multi-Agent Cognition Difference Reinforcement Learning for MultiAgent Cooperation 会议论文
, 线上, 2021-07
Authors:  Huimu, Wang;  Tenghai, Qiu;  Zhen, Liu;  Zhiqiang, Pu;  Jianqiang, Yi;  Wanmai Yuan
Adobe PDF(478Kb)  |  Favorite  |  View/Download:289/60  |  Submit date:2021/06/24
Time-sequence Action-Decision and Navigation Through Stage Deep Reinforcement Learning in Complex Dynamic Environments 会议论文
, 厦门, 2019.12
Authors:  Huimu, Wang;  Tenghai, Qiu;  Zhen, Liu;  Zhiqiang, Pu;  Jianqiang, Yi;  Zhaoyang, Liu
Adobe PDF(2178Kb)  |  Favorite  |  View/Download:186/54  |  Submit date:2021/06/24
Multi-Agent Hierarchical Cognition Difference Policy for Multi-Agent Cooperation 期刊论文
Algorithms, 2021, 期号: 14, 页码: 98
Authors:  Huimu Wang;  Zhen Liu;  Jianqiang Yi;  Zhiqiang Pu
Adobe PDF(1155Kb)  |  Favorite  |  View/Download:246/49  |  Submit date:2021/06/24
multiagent system  deep reinforcement learning  variational autoencoder  attention mechanism