2024

Bridging Evolutionary Algorithms and Reinforcement Learning: A Comprehensive Survey

IEEE Transactions on Evolutionary Computation: 2024 Pengyi Li, Jianye Hao, Hongyao Tang, Xian Fu, Yan Zheng, Ke Tang
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WToE: Learning When to Explore in Multiagent Reinforcement Learning

IEEE Transactions on Cybernetics, 54(8): 4789-4801 (2024): 2024 Shaokang Dong, Hangyu Mao, Shangdong Yang, Shengyu Zhu, Wenbin Li, Jianye Hao, Yang Gao
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A survey on interpretable reinforcement learning

Machine Learning, 2024 (MLJ): 2024 Claire Glanois, Paul Weng, Matthieu Zimmer, Dong Li, Tianpei Yang, Jianye Hao, Wulong Liu
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Exploiting counter-examples for active learning with partial labels

Machine Learning, 2024 (MLJ): 2024 Fei Zhang, Yunjie Ye, Lei Feng, Zhongwen Rao, Jieming Zhu, Marcus Kalander, Chen Gong, Jianye Hao, Bo Han
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Learning from hierarchical structure of knowledge graph for recommendation

ACM Trans. Inf. Syst. 42(1): 18:1-18:24 (2024): 2024 Yingrong Qin, Chen Gao, Shuangqing Wei, Yue Wang, Depeng Jin, Jian Yuan, Lin Zhang, Dong Li, Jianye Hao, Yong Li
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2023

Pessimistic value iteration for multi-task data sharing in Offline Reinforcement Learning

Artificial Intelligence 326 (2024) 104048 (AIJ): 2023 Chenjia Bai, Lingxiao Wang, Jianye Hao, Zhuoran Yang, Bin Zhao, Zhen Wang, Xuelong Li
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博弈智能的研究与应用

中国科学·信息科学, Volume 53, Issue 10: 1892 (2023): 2023 郝建业, 邵坤, 李凯, 李栋, 毛航宇, 胡舒悦, 王震
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Accelerating deep reinforcement learning via knowledge-guided policy network.

Journal of Autonomous Agents and Multi-Agent Systems 37(1): 17 (2023) (JAAMAS): 2023 Yuanqiang Yu, Peng Zhang, Kai Zhao, Yan Zheng, Jianye Hao
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ASN: action semantics network for multiagent reinforcement learning

Auton. Agents Multi Agent Syst. 37(2): 45 (2023) Tianpei Yang, Weixun Wang, Jianye Hao, Matthew E. Taylor, Yong Liu, Xiaotian Hao, Yujing Hu, Yingfeng Chen, Changjie Fan, Chunxu Ren, Ye Huang, Jiangcheng Zhu, Yang Gao

A benchmark for automatic medical consultation system: frameworks, tasks and datasets.

Bioinform 39(1) (2023) (Bioinform.): 2023 Wei Chen, Zhiwei Li, Hongyi Fang, Qianyuan Yao, Cheng Zhong, Jianye Hao, Qi Zhang, Xuanjing Huang, Jiajie Peng, Zhongyu Wei
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A Unified Framework for Layout Pattern Analysis With Deep Causal Estimation.

IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems 42(4): 1199-1211 (2023) (IEEE Trans. Comput. Aided Des. Integr. Circuits Syst.): 2023 Ran Chen, Shoubo Hu, Zhitang Chen, Shengyu Zhu, Bei Yu, Pengyun Li, Cheng Chen, Yu Huang, Jianye Hao
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Contrastive-ACE: Domain Generalization Through Alignment of Causal Mechanisms.

IEEE Transactions on Image Processing 32: 235-250 (2023) (IEEE Trans. Image Process.): 2023 Yunqi Wang, Furui Liu, Zhitang Chen, Yik- Chung Wu, Jianye Hao, Guangyong Chen, Pheng- Ann Heng
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2022

A review and performance evaluation of clustering frameworks for single-cell Hi-C data.

Briefings Bioinform 23(6) (2022) (Briefings Bioinform.): 2022 Caiwei Zhen, Yuxian Wang, Jiaquan Geng, Lu Han, Jingyi Li, Jinghao Peng, Tao Wang, Jianye Hao, Xuequn Shang, Zhongyu Wei, Peican Zhu, Jiajie Peng
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HEBO: An Empirical Study of Assumptions in Bayesian Optimisation.

Journal of Artificial Intelligence Research 74: 1269-1349 (2022) (JAIR): 2022 Alexander I. Cowen- Rivers, Wenlong Lyu, Rasul Tutunov, Zhi Wang, Antoine Grosnit, Ryan- Rhys Griffiths, Alexandre Max Maraval, Jianye Hao, Jun Wang, Jan Peters, Haitham Bou- Ammar
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Coach-assisted multi-agent reinforcement learning framework for unexpected crashed agents.

Frontiers in Information Technology and Electronics Engineering 23(7): 1032-1042 (2022) (Frontiers Inf. Technol. Electron. Eng.): 2022 Jian Zhao, Youpeng Zhao, Weixun Wang, Mingyu Yang, Xunhan Hu, Wengang Zhou, Jianye Hao, Houqiang Li
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SCC-rFMQ: a multiagent reinforcement learning method in cooperative Markov games with continuous actions.

International Journal of Machine Learning and Cybernetics 13(7): 1927-1944 (2022) (Int. J. Mach. Learn. Cybern.): 2022 Chengwei Zhang, Zhuobing Han, Bingfu Liu, Wanli Xue, Jianye Hao, Xiaohong Li, Dou An, Rong Chen
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Learning to select cuts for efficient mixed-integer programming.

Pattern Recognit. 123: 108353 (2022) (Pattern Recognit.): 2022 Zeren Huang, Kerong Wang, Furui Liu, Hui- Ling Zhen, Weinan Zhang, Mingxuan Yuan, Jianye Hao, Yong Yu, Jun Wang
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2021

Efficient policy detecting and reusing for non-stationarity in Markov games.

Journal of Autonomous Agents and Multi-Agent Systems 35(1): 2 (2021) (JAAMAS): 2021 Yan Zheng, Jianye Hao, Zongzhang Zhang, Zhaopeng Meng, Tianpei Yang, Yanran Li, Changjie Fan
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Integrating multi-network topology for gene function prediction using deep neural networks.

Briefings Bioinform  22(2): 2096-2105 (2021) (Briefings Bioinform.): 2021 Jiajie Peng, Hansheng Xue, Zhongyu Wei, Idil Tuncali, Jianye Hao, Xuequn Shang
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An end-to-end heterogeneous graph representation learning-based framework for drug-target interaction prediction.

Briefings Bioinform  22(5) (2021) (Briefings Bioinform.): 2021 Jiajie Peng, Yuxian Wang, Jiaojiao Guan, Jingyi Li, Ruijiang Han, Jianye Hao, Zhongyu Wei, Xuequn Shang
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SC2disease: a manually curated database of single-cell transcriptome for human diseases.

Nucleic Acids Research 49(Database-Issue): D1413-D1419 (2021) (Nucleic Acids Res.): 2021 Tianyi Zhao, Shuxuan Lyu, Guilin Lu, Liran Juan, Xi Zeng, Zhongyu Wei, Jianye Hao, Jiajie Peng
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Generalized Centered 2-D Principal Component Analysis.

IEEE Transactions on Cybernetics 51(3): 1666-1677 (2021) (IEEE Trans. Cybern.): 2021 Gongyu Zhou, Guangquan Xu, Jianye Hao, Shizhan Chen, Junfeng Xu, Xi Zheng
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Falsification of Cyber-Physical Systems Using Deep Reinforcement Learning.

IEEE Transactions on Software Engineering 47(12): 2823-2840 (2021) (IEEE TSE): 2021 Yoriyuki Yamagata, Shuang Liu, Takumi Akazaki, Yihai Duan, Jianye Hao
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2020

Efficient Multiagent Policy Optimization Based on Weighted Estimators in Stochastic Cooperative Environments.

Journal of Computer Science and Technology 35(2): 268-280 (2020) (J. Comput. Sci. Technol.): 2020 Yan Zheng, Jianye Hao, Zongzhang Zhang, Zhao- Peng Meng, Xiaotian Hao
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2019-

SA-IGA: a multiagent reinforcement learning method towards socially optimal outcomes.

Autonomous Agents and Multi-Agent Systems 33(4): 403-429 (2019) (JAAMAS): 2019 Chengwei Zhang, Xiaohong Li, Jianye Hao, Siqi Chen, Karl Tuyls, Wanli Xue, Zhiyong Feng
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A learning-based framework for miRNA-disease association identification using neural networks.

Bioinform 35(21): 4364-4371 (2019) (Bioinform.): 2019 Jiajie Peng, Weiwei Hui, Qianqian Li, Bolin Chen, Jianye Hao, Qinghua Jiang, Xuequn Shang, Zhongyu Wei
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Using deep reinforcement learning to speed up collective cell migration.

BMC Bioinformatics 20-S(18): 571:1-571:10 (2019) (BMC Bioinform.): 2019 Hanxu Hou, Tian Gan, Yaodong Yang, Xianglei Zhu, Sen Liu, Weiming Guo, Jianye Hao
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Attention-based recurrent neural network for influenza epidemic prediction.

BMC Bioinformatics 20-S(18): 575:1-575:10 (2019) (BMC Bioinform.): 2019 Xianglei Zhu, Bofeng Fu, Yaodong Yang, Yu Ma, Jianye Hao, Siqi Chen, Shuang Liu, Tiegang Li, Sen Liu, Weiming Guo, Zhenyu Liao
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LoopFix: an approach to automatic repair of buggy loops.

Journal of Systems and Software 156: 100-112 (2019) (J. Syst. Softw.): 2019 Weichao Wang, Zhaopeng Meng, Zan Wang, Shuang Liu, Jianye Hao
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Effective norm emergence in cell systems under limited communication.

BMC Bioinformatics 19-S(5): 23-35 (2018) (BMC Bioinform.): 2018 Xiaotian Hao, Jianye Hao, Wang Li, Hanxu Hou
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An Adaptive Learning Based Network Selection Approach for 5G Dynamic Environments.

Entropy 20(4): 236 (2018) (Entropy): 2018 Xiaohong Li, Ru Cao, Jianye Hao
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Efficient and Robust Emergence of Norms through Heuristic Collective Learning.

ACM Transactions on Autonomous and Adaptive Systems 12(4): 23:1-23:20 (2018) (ACM Trans. Auton. Adapt. Syst.): 2018 Jianye Hao, Jun Sun, Guangyong Chen, Zan Wang, Chao Yu, Zhong Ming
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An Adaptive Markov Strategy for Defending Smart Grid False Data Injection From Malicious Attackers.

IEEE Transactions on Smart Grid 9(4): 2398-2408 (2018) (IEEE TSG): 2018 Jianye Hao, Eunsuk Kang, Jun Sun, Zan Wang, Zhaopeng Meng, Xiaohong Li, Zhong Ming
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Falsification of Cyber-Physical Systems Using Deep Reinforcement Learning.

Formal Methods: 22nd International Symposium (FM): 2018 Takumi Akazaki, Shuang Liu, Yoriyuki Yamagata, Yihai Duan, Jianye Hao
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The dynamics of reinforcement social learning in networked cooperative multiagent systems.

The International Conference on Engineering Applications of Artificial Intelligence 58: 111-122 (2017) (Eng. Appl. Artif. Intell.): 2017 Jianye Hao, Dongping Huang, Yi Cai, Ho-fung Leung
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Reciprocal Social Strategy in Social Repeated Games and Emergence of Social Norms.

The International Journal of Artificial Intelligence Tools 26(1): 1760007:1-1760007:33 (2017) (Int. J. Artif. Intell. Tools): 2017 Chi- Kong Chan, Jianye Hao, Ho-fung Leung
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Blind Image Denoising via Dependent Dirichlet Process Tree.

The IEEE Transactions on Pattern Analysis and Machine Intelligence 39(8): 1518-1531 (2017) (IEEE TPAMI): 2017 Fengyuan Zhu, Guangyong Chen, Jianye Hao, Pheng- Ann Heng
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Effective norm emergence in cell systems under limited communication.

The 11th International Conference on Bioinformatics and Biomedicine (BIBM): 2017 Xiaotian Hao, Jianye Hao, Wang Li
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Fepchecker: An Automatic Model Checker for Verifying Fairness and Non-Repudiation of Security Protocols in Web Service.

The International Journal of Software Engineering and Knowledge Engineering 26(4): 563-586 (2016) (Int. J. Softw. Eng. Knowl. Eng.): 2016 Xiaohong Li, Jiayi Xu, Guangquan Xu, Jianye Hao, Xiaoru Li, Zhiyong Feng, Honghao Gao
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Improved EGT-Based Robustness Analysis of Negotiation Strategies in Multiagent Systems via Model Checking.

The IEEE Transactions on Human-Machine Systems 46(2): 197-208 (2016) (IEEE Trans. Hum. Mach. Syst.): 2016 Songzheng Song, Jianye Hao, Yang Liu, Jun Sun, Ho-fung Leung, Jie Zhang
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Introducing decision entrustment mechanism into repeated bilateral agent interactions to achieve social optimality.

The International Conference on Autonomous Agents and Multi-Agent Systems 29(4): 658-682 (2015) (JAAMAS): 2015 Jianye Hao, Ho-fung Leung
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Multiagent Reinforcement Social Learning toward Coordination in Cooperative Multiagent Systems.

ACM Transactions on Autonomous and Adaptive Systems Syst. 9(4): 20:1-20:20 (2015) (ACM Trans. Auton. Adapt. Syst.): 2015 Jianye Hao, Ho-fung Leung, Zhong Ming
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Reinforcement social learning of social optimality with influencer agents.

Web Intelligence 13(3): 167-178 (2015) (Web Intell.): 2015 Jianye Hao, Ho-fung Leung
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An efficient and robust negotiating strategy in bilateral negotiations over multiple items.

Engineering Applications of Artificial Intelligence 34: 45-57 (2014) (Eng. Appl. Artif. Intell.): 2014 Jianye Hao, Songzheng Song, Ho-fung Leung, Zhong Ming
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Achieving Socially Optimal Outcomes in Multiagent Systems with Reinforcement Social Learning.

ACM Transactions on Autonomous and Adaptive Systems 8(3): 15:1-15:23 (2013) (ACM Trans. Auton. Adapt. Syst.): 2013 Jianye Hao, Ho-fung Leung
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