个人介绍

姓名:李宗鹏

职称:教授

电话:18807173457

邮箱:zongpeng@tsinghua.edu.cn

教育背景

博士 (电子与计算机工程),多伦多大学,加拿大,2005

硕士(计算机科学),多伦多大学,加拿大,2001

学士(计算机科学与技术),清华大学,中国,1999

工作经历

教授,清华大学,2021.10-至今

教授,武汉大学,2016.5-2021.10

助理教授-副教授-教授,卡尔加里大学,加拿大,2005.8-2015.4

社会兼职

IEEE INFOCOM, IEEE/IWQoS等学术会议组织委员会

研究领域

计算机网络

优化算法

网络编码

网络安全

研究情况

作为项目负责人主持十四五国家重点研发计划项目,清华-绿盟未来互联网安全联合实验室,泉城实验室重大项目等科研项目40余项。在相关领域发表学术论文200多篇,包括CCF A类论文100多篇,论文被引约1万次,H因子48。获得5次国际会议最佳论文奖励,曾获北美斯隆学者提名,加拿大计算机学会优秀学者奖励。网络编码学科最著名的开放问题以其名字命名。

奖励与荣誉

加拿大计算机学会优秀学者

国际会议最佳论文奖励,5项

加拿大AITF优秀学者基金

国家重点研发计划 项目负责人

学术成果

1. Xianglong Li, Kaiwei Mo, Zongpeng Li, Hong Xu: Dynamic pricing and scheduling in LEO satellite networks. Comput. Networks 262: 111152 (2025)

2. Jialai Wang, Chao Zhang, Longfei Chen, Yi Rong, Yuxiao Wu, Hao Wang, Wende Tan, Qi Li, Zongpeng Li: Improving ML-based Binary Function Similarity Detection by Assessing and Deprioritizing Control Flow Graph Features. USENIX Security Symposium 2024

3. Ruiting Zhou, Xueying Zhang, John C. S. Lui, Zongpeng Li: Dynamic Pricing and Placing for Distributed Machine Learning Jobs: An Online Learning Approach. IEEE J. Sel. Areas Commun. 41(4): 1135-1150 (2023)

4. Ne Wang, Ruiting Zhou, Ling Han, Hao Chen, Zongpeng Li: Online Scheduling of Distributed Machine Learning Jobs for Incentivizing Sharing in Multi-Tenant Systems. IEEE Trans. Computers 72(3): 653-667 (2023)

5. Jialai Wang, Wenjie Qu, Yi Rong, Han Qiu, Qi Li, Zongpeng Li, Chao Zhang: MPass: Bypassing Learning-based Static Malware Detectors. DAC 2023: 1-6

6. Jialai Wang, Ziyuan Zhang, Meiqi Wang, Han Qiu, Tianwei Zhang, Qi Li, Zongpeng Li, Tao Wei, Chao Zhang: Aegis: Mitigating Targeted Bit-flip Attacks against Deep Neural Networks. USENIX Security Symposium 2023: 2329-2346

7. Ne Wang, Ruiting Zhou, Lei Jiao, Renli Zhang, Bo Li, Zongpeng Li: Preemptive Scheduling for Distributed Machine Learning Jobs in Edge-Cloud Networks. IEEE J. Sel. Areas Commun. 40(8): 2411-2425 (2022)

8. Rina Su, Qifu Tyler Sun, Zhongshan Zhang, Zongpeng Li: Completion Delay of Random Linear Network Coding in Full-Duplex Relay Networks. IEEE Trans. Commun. 70(12): 7843-7857 (2022)

9. Ruiting Zhou, Xueying Zhang, Shixin Qin, John C. S. Lui, Zhi Zhou, Hao Huang, Zongpeng Li: Online Task Offloading for 5G Small Cell Networks. IEEE Trans. Mob. Comput. 21(6): 2103-2115 (2022)

10. Jialai Wang, Han Qiu, Yi Rong, Hengkai Ye, Qi Li, Zongpeng Li, Chao Zhang: BET: black-box efficient testing for convolutional neural networks. ISSTA 2022: 164-175

11. Xiangyu Chen, Zongpeng Li, Qifu Tyler Sun: Systematic Memory MDS Sliding Window Codes Over Erasure Channels. IEEE Trans. Commun. 69(3): 1417-1430 (2021)

12. Ting Gan, Keqi Han, Hao Huang, Shi Ying, Yunjun Gao, Zongpeng Li: Diffusion Network Inference from Partial Observations. AAAI 2021: 7493-7500

13. Ruiting Zhou, Jinlong Pang, Zhibo Wang, John C. S. Lui, Zongpeng Li: A Truthful Procurement Auction for Incentivizing Heterogeneous Clients in Federated Learning. ICDCS 2021: 183-193

14. Zhe Zhang, Chuan Wu, Zongpeng Li: Near-Optimal Topology-adaptive Parameter Synchronization in Distributed DNN Training. INFOCOM 2021: 1-10

15. Xiaotong Li, Ruiting Zhou, Lei Jiao, Chuan Wu, Yuhang Deng, Zongpeng Li: Online Placement and Scaling of Geo-Distributed Machine Learning Jobs via Volume-Discounting Brokerage. IEEE Trans. Parallel Distributed Syst. 31(4): 948-966 (2020)

16. Zijun Zhang, Ruixiang Zhang, Zongpeng Li, Yoshua Bengio, Liam Paull: Perceptual Generative Autoencoders. ICML 2020: 11298-11306

17. Qin Zhang, Ruiting Zhou, Chuan Wu, Lei Jiao, Zongpeng Li: Online scheduling of heterogeneous distributed machine learning jobs. MobiHoc 2020: 111-120

18. Ruiting Zhou, Zongpeng Li, Chuan Wu: An Efficient Online Placement Scheme for Cloud Container Clusters. IEEE J. Sel. Areas Commun. 37(5): 1046-1058 (2019)

19. Ziyue Luo, Chuan Wu, Zongpeng Li, Wei Zhou: Scaling Geo-Distributed Network Function Chains: A Prediction and Learning Framework. IEEE J. Sel. Areas Commun. 37(8): 1838-1850 (2019)

20. Qifu Tyler Sun, Hanqi Tang, Zongpeng Li, Xiaolong Yang, Keping Long: Circular-Shift Linear Network Codes With Arbitrary Odd Block Lengths. IEEE Trans. Commun. 67(4): 2660-2672 (2019)

21. Hanqi Tang, Qifu Tyler Sun, Zongpeng Li, Xiaolong Yang, Keping Long: Circular-Shift Linear Network Coding. IEEE Trans. Inf. Theory 65(1): 65-80 (2019)

22. Xunrui Yin, Zongpeng Li, Yaduo Liu, Xin Wang: A Reduction Approach to the Multiple-Unicast Conjecture in Network Coding. IEEE Trans. Inf. Theory 64(6): 4530-4539 (2018)

23. Ruiting Zhou, Zongpeng Li, Chuan Wu: A Truthful Online Mechanism for Location-Aware Tasks in Mobile Crowd Sensing. IEEE Trans. Mob. Comput. 17(8): 1737-1749 (2018)

24. Ruiting Zhou, Zongpeng Li, Chuan Wu: Scheduling Frameworks for Cloud Container Services. IEEE/ACM Trans. Netw. 26(1): 436-450 (2018)

25. Yongzheng Jia, Chuan Wu, Zongpeng Li, Franck Le, Alex X. Liu: Online Scaling of NFV Service Chains Across Geo-Distributed Datacenters. IEEE/ACM Trans. Netw. 26(2): 699-710 (2018)

26. Yipei Niu, Fangming Liu, Zongpeng Li: Load Balancing Across Microservices. INFOCOM 2018: 198-206

27. Yixin Bao, Yanghua Peng, Chuan Wu, Zongpeng Li: Online Job Scheduling in Distributed Machine Learning Clusters. INFOCOM 2018: 495-503

28. Xiaoxi Zhang, Chuan Wu, Zhiyi Huang, Zongpeng Li: Occupation-Oblivious Pricing of Cloud Jobs via Online Learning. INFOCOM 2018: 2456-2464

29. Zijun Zhang, Yining Zhang, Zongpeng Li: Removing the Feature Correlation Effect of Multiplicative Noise. NeurIPS 2018: 625-634

30. Mohammad Hassan Hajiesmaili, Lei Deng, Minghua Chen, Zongpeng Li: Incentivizing Device-to-Device Load Balancing for Cellular Networks: An Online Auction Design. IEEE J. Sel. Areas Commun. 35(2): 265-279 (2017)

31. Xiaoxi Zhang, Zhiyi Huang, Chuan Wu, Zongpeng Li, Francis C. M. Lau: Online Stochastic Buy-Sell Mechanism for VNF Chains in the NFV Market. IEEE J. Sel. Areas Commun. 35(2): 392-406 (2017)

32. Sijia Gu, Zongpeng Li, Chuan Wu, Huyin Zhang: Virtualized Resource Sharing in Cloud Radio Access Networks Through Truthful Mechanisms. IEEE Trans. Commun. 65(3): 1105-1118 (2017)

33. Rui Zhu, Bang Liu, Di Niu, Zongpeng Li, Hong Vicky Zhao: Network Latency Estimation for Personal Devices: A Matrix Completion Approach. IEEE/ACM Trans. Netw. 25(2): 724-737 (2017)

34. Ruiting Zhou, Zongpeng Li, Chuan Wu, Zhiyi Huang: An Efficient Cloud Market Mechanism for Computing Jobs With Soft Deadlines. IEEE/ACM Trans. Netw. 25(2): 793-805 (2017)

35. Xiaoxi Zhang, Zhiyi Huang, Chuan Wu, Zongpeng Li, Francis C. M. Lau: Online Auctions in IaaS Clouds: Welfare and Profit Maximization With Server Costs. IEEE/ACM Trans. Netw. 25(2): 1034-1047 (2017)

36. Yong Cui, Jian Song, Kui Ren, Minming Li, Zongpeng Li, Qingmei Ren, Yangjun Zhang: Software Defined Cooperative Offloading for Mobile Cloudlets. IEEE/ACM Trans. Netw. 25(3): 1746-1760 (2017)

37. Weijie Shi, Chuan Wu, Zongpeng Li: An Online Auction Mechanism for Dynamic Virtual Cluster Provisioning in Geo-Distributed Clouds. IEEE Trans. Parallel Distributed Syst. 28(3): 677-688 (2017)

38. Linquan Zhang, Shangqi Lai, Chuan Wu, Zongpeng Li, Chuanxiong Guo: Virtualized Network Coding Functions on the Internet. ICDCS 2017: 129-139

39. Zijun Zhang, Zongpeng Li, Chuan Wu, Chuanhe Huang: A Scalable and Distributed Approach for NFV Service Chain Cost Minimization. ICDCS 2017: 2151-2156

40. Xinxin Mei, Xiaowen Chu, Hai Liu, Yiu-Wing Leung, Zongpeng Li: Energy efficient real-time task scheduling on CPU-GPU hybrid clusters. INFOCOM 2017: 1-9

41. Xiaoxi Zhang, Chuan Wu, Zongpeng Li, Francis C. M. Lau: Proactive VNF provisioning with multi-timescale cloud resources: Fusing online learning and online optimization. INFOCOM 2017: 1-9

42. Rui Zhu, Di Niu, Zongpeng Li: Robust web service recommendation via quantile matrix factorization. INFOCOM 2017: 1-9

43. Rui Zhu, Di Niu, Baochun Li, Zongpeng Li: Optimal multicast in virtualized datacenter networks with software switches. INFOCOM 2017: 1-9

44. Qihang Sun, Chuan Wu, Zongpeng Li, Shaolei Ren: Colocation Demand Response: Joint Online Mechanisms for Individual Utility and Social Welfare Maximization. IEEE J. Sel. Areas Commun. 34(12): 3978-3992 (2016)

45. Zhi Zhou, Fangming Liu, Zongpeng Li: Bilateral Electricity Trade Between Smart Grids and Green Datacenters: Pricing Models and Performance Evaluation. IEEE J. Sel. Areas Commun. 34(12): 3993-4007 (2016)

46. Qifu Tyler Sun, Xiaolong Yang, Keping Long, Xunrui Yin, Zongpeng Li: On Vector Linear Solvability of Multicast Networks. IEEE Trans. Commun. 64(12): 5096-5107 (2016)

47. Qifu Tyler Sun, Shuo-Yen Robert Li, Zongpeng Li: On Base Field of Linear Network Coding. IEEE Trans. Inf. Theory 62(12): 7272-7282 (2016)

48. Weijie Shi, Linquan Zhang, Chuan Wu, Zongpeng Li, Francis C. M. Lau: An Online Auction Framework for Dynamic Resource Provisioning in Cloud Computing. IEEE/ACM Trans. Netw. 24(4): 2060-2073 (2016)

49. Sijia Gu, Zongpeng Li, Chuan Wu, Chuanhe Huang: An efficient auction mechanism for service chains in the NFV market. INFOCOM 2016: 1-9

50. Weijie Shi, Chuan Wu, Zongpeng Li: An online mechanism for dynamic virtual cluster provisioning in geo-distributed clouds. INFOCOM 2016: 1-9

51. Ruiting Zhou, Zongpeng Li, Chuan Wu, Minghua Chen: Demand Response in Smart Grids: A Randomized Auction Approach. IEEE J. Sel. Areas Commun. 33(12): 2540-2553 (2015)

52. Linquan Zhang, Zongpeng Li, Chuan Wu, Shaolei Ren: Online Electricity Cost Saving Algorithms for Co-Location Data Centers. IEEE J. Sel. Areas Commun. 33(12): 2906-2919 (2015)

53. Qifu Tyler Sun, Xunrui Yin, Zongpeng Li, Keping Long: Multicast Network Coding and Field Sizes. IEEE Trans. Inf. Theory 61(11): 6182-6191 (2015)

54. Xiaoxi Zhang, Zhiyi Huang, Chuan Wu, Zongpeng Li, Francis C. M. Lau: Online Auctions in IaaS Clouds: Welfare and Profit Maximization with Server Costs. SIGMETRICS 2015: 3-15

55. Yuefei Zhu, Baochun Li, Haoming Fu, Zongpeng Li: Core-Selecting Secondary Spectrum Auctions. IEEE J. Sel. Areas Commun. 32(11): 2268-2279 (2014)

56. Tang Xiahou, Zongpeng Li, Chuan Wu, Jiaqing Huang: A Geometric Perspective to Multiple-Unicast Network Coding. IEEE Trans. Inf. Theory 60(5): 2884-2895 (2014)

57. Xunrui Yin, Yan Wang, Zongpeng Li, Xin Wang, Xiangyang Xue: A Graph Minor Perspective to Multicast Network Coding. IEEE Trans. Inf. Theory 60(9): 5375-5386 (2014)