基本信息
办公电话: |
电子邮件: edtong@bjtu.edu.cn |
通讯地址:北京市海淀区上园村3号北京交通大学机械工程楼D305 |
邮编:100044 |
个人简介
2018.9~至今, 北京交通大学 计算机与信息技术学院 信息安全系
研究方向:人工智能安全、强化学习安全与隐私保护、反群体协同智能对抗 ,详情请进入 人工智能安全组网站。
欢迎推免/报考硕士研究生的同学与我联系,有信必回:)
招生专业
- 网络空间安全硕士
- 计算机技术硕士
- 软件工程硕士
- 人工智能硕士
- 网络与信息安全硕士
- 大数据技术与工程硕士
科研项目
- 自然科学横向项目: 矿井智能安全通风系统算法及模型预研, 2022-2024
- 红果园省部级"企事业"(新): 某领域标准化问题预研究项目, 2022-2022
- 红果园省部级"企事业"(新): 大规模XXX知识图谱生成与分层管理技术, 2022-2024
- 红果园(横): OMS功能及算法研发, 2022-2023
- 红果园省部级"企事业"(新): 智能计算边界安全防护框架, 2022-2022
- 基础研究项目: 针对智能交通信号灯系统的多点协同防护研究, 2021-2023
- 重点资助项目: 城市智能系统可信任机理与关键技术, 2020-2023
- 国家重点研发计划-课题: 多智体系统可信构造与协同决策理论, 2020-2023
- 国家重点研发计划-项目: 城市智能系统可信任机理与关键技术, 2020-2023
- 铁路总公司(原铁道部): 基于区块链的铁路系统安全运行行为监控技术研究, 2020-2021
- 红果园国家级科技委、后勤保障项目(不再立新项目): XXX信息保护与高可用关键技术研究, 2019-2022
- 国家自然科学基金“面上”: 智能交通信号灯系统中数据投毒攻击的多主体协同防护研究, 2019-2023
- 国家自然科学基金"青年基金": 面向资源优化管理的物联网服务组合及自适应研究, 2019-2021
- 自然科学类人才基金项目: 基于级联失效的智能交通信号系统脆弱性研究, 2019-2023
教学工作
1、本科专业课程:《恶意代码防范》、《入侵与检测技术》、《程序设计基础训练》、《软件安全分析与应用》。
2、研究生课程:《数据安全与隐私保护》、《网络空间安全前沿》。
论文/期刊
以第一作者或通讯作者在计算机学报、软件学报、TSC、TGCN、TAI、JCST、ICSOC、SRDS等国内外期刊和会议发表SCI/EI论文50余篇:
近年代表作(仅第一作者/通讯作者)
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Endong Tong, Lan Chen and Huizi Li. Energy-aware service selection and adaptation in wireless sensor networks with QoS guarantee. IEEE Transactions on Services Computing. 13(5):829-842. 2020. (CCF A)
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Endong Tong, Wenjia Niu, Yunzhe Tian, Jiqiang Liu, Thar Baker, Sandeep Verma and Zheli Liu. A Hierarchical Energy-Efficient Service Selection Approach With QoS Constraints for Internet of Things. IEEE Transactions on Green Communications and Networking. 5(2):645-657. 2021. (IEEE 汇刊)
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Endong Tong, Wenjia Niu and Jiqiang Liu. A Missing QoS Prediction Approach via Time-aware Collaborative Filtering. IEEE Transactions on Services Computing. 2021(early access). (CCF A)
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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. International Journal of Intelligent System.36(5):2323-2346. 2021. (中科院一区)
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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. In Proc. of 40th International Symposium on Reliable Distributed Systems(SRDS’21), pp: 299-309. 2021. (CCF B)
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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. Journal of Computer Science and Technology. 36(5):1002-1021. 2021. (CCF B,APPT 2021 Innovation Award - Honorable Mention)
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Yike Li, Wenjia Niu, Yunzhe Tian, Tong Chen, Zhiqiang Xie, Yalun Wu, Yingxiao Xiang, Endong Tong, Thar Baker and Jiqiang Liu: Multi-Agent Reinforcement Learning-based Signal Planning for Resisting Congestion Attack in Green Transportation. IEEE Transactions on Green Communications and Networking. 6(3):1448-1458. 2022. (IEEE 汇刊)
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Tong Chen, Jiqiang Liu, Baker Thar, Yalun Wu, Yingxiao Xiang, Yike Li, Wenjia Niu, Endong Tong: A Mutual Information-based Assessment of Reverse Engineering on Rewards of Reinforcement Learning. IEEE Transactions on Artificial Intelligence. 2022(early access). (IEEE 汇刊)
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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. 2022(网络首发). (中文CCF A)
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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. 45(9):1926-1945. 2022. (中文CCF A)
【2022】
期刊论文
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Tong Chen, Jiqiang Liu, Thar Baker, Yalun Wu, Yingxiao Xiang, Yike Li, Wenjia Niu, Endong Tong and Albert Y. Zomaya: A Mutual Information-based Assessment of Reverse Engineering on Rewards of Reinforcement Learning. IEEE Transactions on Artificial Intelligence. 1-13 (2022). (通信作者)
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Yingxiao Xiang, Chao Li, Tong Chen, Yike Li, Endong Tong, Wenjia Niu, Qiong Li, Jiqiang Liu and Wei Wang: Toward Blockchain-Based Spoofing Defense for Controlled Optimization of Phases in Traffic Signal System. IEICE Transactions on Information and Systems. E105-D(2):280-288 (2022). (通信作者)
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Yike Li, Wenjia Niu, Yunzhe Tian, Tong Chen, Zhiqiang Xie, Yalun Wu, Yingxiao Xiang, Endong Tong, Thar Baker and Jiqiang Liu: Multi-Agent Reinforcement Learning-based Signal Planning for Resisting Congestion Attack in Green Transportation. IEEE Transactions on Green Communications and Networking. 1-12 (2022). (通信作者)
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Xingyu Wu, Ziyan Qiao, Xingjuan Cai, Qian Wang, Zhiqiang Xie, Rui Sun, Dong Zi, Wenjia Niu and Endong Tong. Security Analysis and Blockchain-Powered Mobile APPs Connected with In-Vehicle Networks by Context-Based Reverse Engineering. Security and Communication Networks. (2022). (通信作者)
会议论文
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Ziyan Qiao, Rui Sun, Shiyao Chen, Dong Zi, Xingyu Wu, Qian Wang, Endong Tong, Wenjia Niu and Jiqiang Liu: Adapting on Road Traffic-oriented Controlled Optimization of Phases to Heterogeneous Intersections. IIP 2022. (通信作者)
【2021】
期刊论文
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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. International Journal of Intelligent Systems. 36(5): 2323-2346 (2021) . (通信作者)
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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. IEEE Transactions on Green Communications and Networking. 5(2): 645-657 (2021) .
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Yingdi Wang, Jiqiang Liu, Wenjia Niu and Endong Tong: A Training-Based Identification Approach to VIN Adversarial Examples in Path Planning. Journal of Circuits, Systems and Computers. 30(13) (2021). (通信作者)
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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. Security and Communication Networks. 6631247:1-6631247:13 (2021). (通信作者)
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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. Journal of Computer Science and Technology. 36(5): 1002-1021 (2021) (APPT 2021 Innovation Award - Honorable Mention) . (通信作者)
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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 Metho ds. Security and Communication Networks. (2021). (通信作者)
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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). (通信作者)
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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). (通信作者)
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Endong Tong, Wenjia Niu, JiqiangLiu: A Missing QoS Prediction Approach via Time-aware Co llaborative Filtering, IEEE Transactions on Services Computing. 1-14. (2021).
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Yike Li, Yunzhe Tian, Endong Tong, Wenjia Niu, Yingxiao Xiang, Tong Chen, Yalun Wu and Jiqiang Liu: Curricular Robust Reinforcement Learning via GAN-based Perturbation through Continuously Scheduled Task. Tsinghua Science and Technology. (2021). (通信作者)
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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. Security and Communication Networks. (2021). (通信作者)
会议论文
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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. International Workshop on Automotive and Autonomous Vehicle Security. AutoSec 2021. (通信作者)
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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 2021: 368-383. (通信作者)
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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. SRDS 2021: 299-309. (通信作者)
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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. ICA3PP 2021: 660-675. (通信作者)
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Yike Li, Yunzhe Tian, Endong Tong, Wenjia Niu, Yingxiao Xiang, Tong Chen, Yalun Wu and Jiqiang Liu: Curricular Robust Reinforcement Learning via GAN-based Perturbation through Continuously Scheduled Task. CTCIS 2021. (通信作者)
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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. EAI-SPNCE 2021. (通信作者)
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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. HPCC 2021. (通信作者)
【2021前】详见:
DBLP: https://dblp.uni-trier.de/pid/117/2573.html
Google Scholar: https://scholar.google.com/citations?hl=en&user=h2IVObkAAAAJ
ResearchGate: https://www.researchgate.net/profile/Endong-Tong
专利
申请国家发明专利9项,授权6项。
获奖与荣誉
【个人】中国科学院大学、北京市优秀博士毕业生
【团队】DEFCON 29 Contest AutoDriving(自动驾驶)CTF赛全球亚军(满分) ,http://scit.bjtu.edu.cn/cms/item/4790.html
【团队】第二届全国分布式靶场安全技能大赛第二名,http://scit.bjtu.edu.cn/cms/item/4807.html
【团队】APPT 2021 Innovation Award - Honorable Mention,http://ccfsys2021.zhejianglab.com/index.html
【团队】鹏城实验室面向国家重大网络安全试验测试活动感谢信,http://scit.bjtu.edu.cn/cms/item/4891.html
【团队】鹏城实验室北京冬奥卫士演练活动一等奖,http://scit.bjtu.edu.cn/cms/item/4906.html
【团队】DEFCON 30 Contest AutoDriving(自动驾驶)CTF赛第二名,http://scit.bjtu.edu.cn/cms/item/5040.html
社会兼职
中国计算机学会(CCF)会员、中国人工智能学会(CAAI)会员、IEEE Member;
IEEE Trans. Computers、IEEE Trans. Industrial Informatics、FGCS、KAIS 、JNCA等国际期刊审稿人;
教育部学位中心学位论文评审、国家自然科学基金评议人。