近年来代表性论文
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Yike Li, Wenjia Niu, Yunzhe Tian, Tong Chen, Zhiqiang Xie, Yalun Wu, Yingxiao Xiang, Endong Tong, Thar Baker, Jiqiang Liu: Multi-Agent Reinforcement Learning-based Signal Planning for Resisting Congestion Attack in Green Transportation[J]. IEEE Transactions on Green Communications and Networking, 2022.
（IEEE汇刊）
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Yike Li, Yunzhe Tian, Endong Tong, Wenjia Niu, Jiqiang Liu. Robust Reinforcement Learning via Progressive Task Sequence.
（CCF-A会议）
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Yingxiao Xiang, Chao Li, Tong Chen, Yike Li, Endong Tong, Wenjia Niu, Qiong Li, Jiqiang Liu, Wei Wang: Toward Blockchain-Based Spoofing Defense for Controlled Optimization of Phases in Traffic Signal System. IEICE Trans. Inf. Syst. 105(2): 280-288 (2022)
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Ziyan Qiao, Rui Sun, Shiyao Chen, Dong Zi, Xingyu Wu, Qian Wang, Endong Tong, Wenjia Niu, Jiqiang Liu: Adapting on Road Traffic-Oriented Controlled Optimization of Phases to Heterogeneous Intersections. Intelligent Information Processing 2022: 522-535
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Tong Chen, Jiqiang Liu, Yingxiao Xiang, Wenjia Niu, Endong Tong, Shuoru Wang, He Li, Liang Chang, Gang Li, Qi Alfred Chen: Adversarial retraining attack of asynchronous advantage actor‐critic based pathfinding[J]. International Journal of Intelligent Systems, 2021, 36(5): 2323-2346.
（影响因子10.312，中科院一区）
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Tong Chen, Jiqiang Liu, He Li, Shuoru Wang, Wenjia Niu, Endong Tong, Liang Chang, Qi Alfred Chen, Gang Li:
Robustness Assessment of Asynchronous Advantage Actor-Critic Based on Dynamic Skewness and Sparseness Computation: A Parallel Computing View[J]. Journal of Computer Science and Technology, 2021, 36(5): 1002-1021.
（中科院二区, 第14届CCF APPT创新奖提名）
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Endong Tong, Wenjia Niu, JiqiangLiu:
A missing QoS prediction approach via time-aware collaborative filtering[J]. IEEE Transactions on Services Computing, 2021.
（影响因子11.019，IEEE汇刊，中科院一区）
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Shuang Zhao, Yalun Wu, Rui Sun, Xiaoai Qian, Dong Zi, Zhiqiang Xie, Endong Tong, Wenjia Niu, Jiqiang Liu, Zhen Han:
Blockchain-based decentralized federated learning: A secure and privacy-preserving system[C]//2021 IEEE 23rd Int Conf on High Performance Computing & Communications; 7th Int Conf on Data Science & Systems; 19th Int Conf on Smart City; 7th Int Conf on Dependability in Sensor, Cloud & Big Data Systems & Application (HPCC/DSS/SmartCity/DependSys). IEEE, 2021: 941-948.
（CCF-C会议）
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Zhiqiang Xie, Yingxiao Xiang, Yike Li, Shuang Zhao, Endong Tong, Wenjia Niu, Jiqiang Liu, Jian Wang:
Security Analysis of Poisoning Attacks Against Multi-agent Reinforcement Learning[C]//International Conference on Algorithms and Architectures for Parallel Processing. Springer, Cham, 2021: 660-675.
（CCF-C会议）
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Tong Chen, Jiqiang Liu, Yalun Wu, Yunzhe Tian, Endong Tong, Wenjia Niu, Yike Li, Yingxiao Xiang, Wei Wang:
Survey on Astroturfing Detection and Analysis from an Information Technology Perspective[J]. Security and Communication Networks, 2021, 2021.
（网络空间安全学科高水平期刊，SCI）
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Yalun Wu, Minglu Song, Yike Li, Yunzhe Tian, Endong Tong, Wenjia Niu, Bowei Jia, Haixiang Huang, Qiong Li, Jiqiang Liu:
Improving Convolutional Neural Network-Based Webshell Detection Through Reinforcement Learning. ICICS (1) 2021: 368-383.
（CCF-C会议）
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Yingxiao Xiang, Wenjia Niu, Endong Tong, Yike Li, Bowei Jia, Yalun Wu, Jiqiang Liu, Liang Chang, Gang Li:
Congestion attack detection in intelligent traffic signal system: combining empirical and analytical methods[J]. Security and Communication Networks, 2021, 2021.
（网络空间安全学科高水平期刊，SCI）
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Yingxiao Xiang, Tong Chen, Yike Li, Yunzhe Tian, Wenjia Niu, Endong Tong, Jiqiang Liu, Bowei Jia, Yalun Wu, Xinyu Huang:
Predicting Congestion Attack of Variable Spoofing Frequency for Reliable Traffic Signal System[C]//International Conference on Security and Privacy in New Computing Environments. Springer, Cham, 2021: 219-237.
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Yingdi Wang, Yunzhe Tian, Jiqiang Liu, Wenjia Niu, Endong Tong:
A Training-Based Identification Approach to VIN Adversarial Examples in Path Planning[J]. Journal of Circuits, Systems and Computers, 2021, 30(13): 2150229.
（SCI）
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Tong Chen, Yingxiao Xiang, Yike Li, Yunzhe Tian, Endong Tong, Wenjia Niu, Jiqiang Liu, Gang Li, Qi Alfred Chen:
Protecting Reward Function of Reinforcement Learning via Minimal and Non-catastrophic Adversarial Trajectory[C]//2021 40th International Symposium on Reliable Distributed Systems (SRDS). IEEE, 2021: 299-309.
（网络空间安全学科顶级学术会议，CCF-B会议）
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Endong Tong, Wenjia Niu, Yunzhe Tian, Jiqiang Liu, Thar Baker, Sandeep Verma, Zheli Liu:
A Hierarchical Energy-Efficient Service Selection Approach With QoS Constraints for Internet of Things[J]. IEEE Transactions on Green Communications and Networking, 2021, 5(2): 645-657.
（IEEE汇刊）
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Yunzhe Tian, Jiqiang Liu, Endong Tong, Wenjia Niu, Liang Chang, Qi Alfred Chen, Gang Li, Wei Wang:
Towards Revealing Parallel Adversarial Attack on Politician Socialnet of Graph Structure[J]. Security and Communication Networks, 2021, 2021.
（网络空间安全学科高水平期刊，SCI）
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Yunzhe Tian, Yike Li, Yingxiao Xiang, Wenjia Niu, Endong Tong, Jiqiang Liu:
Curricular Reinforcement Learning for Robust Policy in Unmanned CarRacing Game[J].
（网络空间安全学科顶级学术会议Workshop，CCF-B会议Workshop）
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王硕汝, 牛温佳, 童恩栋, 陈彤, 李赫, 田蕴哲, 刘吉强, 韩臻, 李浥东:
强化学习离线策略评估研究综述, 计算机学报, 2021
（CCF-A期刊）
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相迎宵, 李轶珂, 刘吉强, 王潇瑾, 陈彤, 童恩栋, 牛温佳, 韩臻:
面向降频污染攻击的智能交通拥堵态势量化分析, 软件学报, 2021
（CCF-A期刊）
