童恩栋

博士、副教授

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 计算机科学与技术学院 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。


欢迎推免/报考硕士研究生的同学与我联系，edtong@bjtu.edu.cn，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

  • 红果园-“其他部市”：多重数域筛算法研究，2024-2025
  • 国铁集团科技开发计划课题：铁路网络数据安全保护机制及关键技术研究-课题3，2023-2025（主持）
  • 河北自然科学基金“面上”：基于策略引导的强化学习鲁棒训练方法研究，2023-2025（主持）
  • 红果园省部级“企事业”（新）：异常行为检测模型研究，2023-2024
  • 国家自然科学基金“面上”：马氏决策序列关系覆盖驱动的深度强化学习软件测试研究，2024-2027
  • 红果园国家级“科技委”：基于XXX追溯技术研究，2023-2025
  • 自然科学横向项目：基于数字孪生的自动驾驶半实物仿真，2023-2025
  • 基础研究项目：面向策略迁移的鲁棒强化学习研究，2023-2025（主持）
  • 铁路总公司（原铁道部）：面向新型攻击行为的高级持续性威胁（APT）攻击检测及溯源反制关键技术研究，2022-2024
  • 红果园国家级“科技委”：XXX数据安全关键技术研究，2022-2024
  • 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（主持）
  • 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（主持）
  • 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, 2022-2024（主持）
  • 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，2020-2024
  • 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（主持子课题）
  • 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（主持子课题）
  • 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，2020-2023
  • 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（主持）
  • 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（主持）

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等国内外期刊，以及IJCAI、ICSOC、SRDS等国内外会议发表SCI/EI论文70余篇： 

近年代表作（仅第一作者/通讯作者）

  1. Yalun Wu, Yingxiao Xiang, Endong Tong, Yuqi Ye, Zhibo Cui, Yunzhe Tian, Lejun Zhang, Jiqiang Liu, Zhen Han and Wenjia Niu. Improving the Robustness of Pedestrian Detection in Autonomous Driving with Generative Data Augmentation. IEEE Network.(early access). 2024. (中科院一区)
  2. Yunzhe Tian, Dongyue Xu, Endong Tong, Rui Sun, Kang Chen, Yike Li, Thar Baker, Wenjia Niu, and Jiqiang Liu. Toward Learning Model-Agnostic Explanations for Deep Learning-Based Signal Modulation Classifiers. IEEE Transactions on Reliability.(early access). 2024. (IEEE 汇刊)
  3. Yike Li, Yunzhe Tian, Endong Tong, Wenjia Niu, Jiqiang Liu. Robust Reinforcement Learning via Progressive Task Sequence. In Proc. of 32nd International Conference on Artificial Intelligence (IJCAI'23), 455-463. (Acceptance rate: 643/4566 ~ 14.1%). (CCF A) 
  4. 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)
  5. 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)
  6. Endong Tong, Wenjia Niu and Jiqiang Liu. A Missing QoS Prediction Approach via Time-aware Collaborative Filtering. IEEE Transactions on Services Computing. 15(6):3115-3128. 2021. (CCF A)
  7. 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)
  8. 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)
  9. 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)
  10. 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)
  11. 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. 4(5):1089-1100. 2023. (IEEE 汇刊)
  12. 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. 34(2):833-848. 2023. (中文CCF A)
  13. 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)


近三年论文（仅第一作者/通讯作者）

  1. Yike Li, Yunzhe Tian, Endong Tong, Wenjia Niu, Jiqiang Liu. Robust Reinforcement Learning via Progressive Task Sequence. In Proc. of 32nd International Conference on Artificial Intelligence (IJCAI'23), 455-463. (Acceptance rate: 643/4566 ~14.1% ). (2023) (通讯作者)
  2. 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). (通讯作者)
  3. 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). (通讯作者)
  4. 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). (通讯作者)
  5. 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). (通讯作者)
  6. 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. (通讯作者)
  7. 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) . (通讯作者)
  8. 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) .
  9. 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). (通讯作者)
  10. 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). (通讯作者)
  11. 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) . (通讯作者)
  12. 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). (通讯作者) 
  13. 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). (通讯作者) 
  14. 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). (通讯作者) 
  15. Endong Tong, Wenjia Niu, JiqiangLiu: A Missing QoS Prediction Approach via Time-aware Co llaborative Filtering, IEEE Transactions on Services Computing. 1-14. (2021).
  16. 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). (通讯作者) 
  17. 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). (通讯作者)
  18. 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. (通讯作者)
  19. 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. (通讯作者) 
  20. 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. (通讯作者)
  21. 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. (通讯作者)
  22. 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. (通讯作者) 
  23. 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. (通讯作者) 
  24. 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. (通讯作者)


【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

【指导】全国大学生信息安全竞赛三等奖

【指导】大学生创新创业训练计划项目国家级2项，市级2项，校级2项

【指导】DataCon2023大数据安全分析竞赛，AI安全赛道，卓越团队

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；

AAAI、IEEE Trans. Computers、IEEE Trans. Industrial Informatics、FGCS、KAIS 、JNCA、计算机科学等国际国内期刊会议审稿人；

教育部学位中心学位论文评审、国家自然科学基金评议人。