Qing Li's (李清) home page

Associate researcher (副研究员) / Doctoral supervisor (博导), Peng Cheng Laboratory (鹏城实验室) Xingke 1st Street, Xili Town, Nanshan District, Shenzhen City, Guangdong Province 广东省深圳市南山区西丽镇兴科一街 （518055） Also, - Doctoral supervisor, Southern University of Science and Technology (南方科技大学 博士生导师) - Doctoral supervisor in the joint training program between Tsinghua and PCL (清华-鹏城联陪博士生导师) - Industry advisor for Tsinghua University's Master of Engineering Program (清华大学 工程硕士 校外指导老师) Email: liq AT pcl.ac.cn/andyliqing AT gmail.com

News!

• [09/2024] (Paper) JSAS-MTMGS accepted by IEEE TMC 2024! Congratulations to Hanling, Tianyu, and Mei Zhang!
• [08/2024] (Paper) QST receives the outstanding paper award of ACL 2024! Congratulations to Zhengxin!
• [07/2024] (Paper) ParaLoupe accepted by IEEE TMC 2024! Congratulations to Hanling!
• [07/2024] (Paper) LINC and Proteus accepted by IEEE ICNP 2024! Congratulations to Chupeng and Haolin!
• [07/2024] (Paper) DAMCAR accepted by ACM MM 2024! Congratulations to Jiaye!
• [06/2024] (Paper) IoTGemini accepted by IEEE TMC 2024! Congratulations to Ruoyu!
• [06/2024] (Paper) SeIoT accepted by IEEE TIFS 2024! Congratulations to Ruoyu and Yucheng!
• [05/2024] (Paper) Soterv2 accepted by IEEE TDSC 2024! Congratulations to Guorui!
• [05/2024] (Paper) DNSGuard accepted by IEEE TDSC 2024! Congratulations to Guanglin!
• [05/2024] (Paper) SmartGuard accepted by ACM SIGKDD 2024! Congratulations to Jingyu, Qingsong!
• [05/2024] (Paper) DNSGuard accepted by ACL 2024! Congratulations to Zhengxin!
• [01/2024] (Paper) DeviceRadar accepted by IEEE ToN 2024! Congratulations to Ruoyu!
• [01/2024] (Paper) Three papers accepted by ATC 2024! Congratulations to Feixue, Ziqi, Zhiqiang, Ziwen, et al.
• [01/2024] (Paper) SDGP accepted by IEEE TC 2024! Congratulations to Haidong!
• [01/2024] (Paper) Air-CAD and NCTM accepted by ACM WWW 2024! Congratulations to Zhenge and Yuanzheng!

Research 研究概况

First of all, we are always looking for self-motivated, creative and hard-working graduate, undergradtaue students and post-docs to work with us on a number of research projects (欢迎申请：清华大学博士/硕士研究生、清华-鹏城联培博士、南科大-鹏城联培博士). If you are interested, please email us with a short description of your technical background and a CV ( Email: liq AT pcl.ac.cn/andyliqing AT gmail.com ).
My research interests lie broadly in

• Internet architecture, including scalable intelligent routing, software-defined networks/programmable networks (P4), edge computing, in-network computing for large-scale distributed machine learning (Network for AI), etc.
• Artificial intelligence for networks (AI for Networks), including intelligent routing, intelligent congestion control, in-network intelligence based on the programmable data plane, network anomaly detection based on AI.
• Multimedia and emerging applications, including video super-resolution, multi-agent collaborative video analytics, etc.

Selected publications 部分学术成果

You can find my most recent publications on my Google scholar page.

Selected journal papers 部分期刊成果

1. Xi Xiao, Shuo Wang, Guangwu Hu, Qing Li*, Kelong Mao, Xiapu Luo, Bin Zhang, and Shutao Xia. “RBLJAN: Robust Byte-Label Joint Attention Network for Network Traffic Classification”. Accepted by IEEE TDSC 2024. (CCF A, download the paper)
2. Hanling Wang, Tianyu Li, Mei Zhang, Qing Li*, Huan Cui, Yong Jiang, and Zhenhui Yuan. “Joint Configuration Optimization and GPU Allocation for Multi-Tenant Real-Time Video Analytics on Resource-Constrained Edge”. Accepted by IEEE TMC 2024. (CCF A, paper to be added)
3. Hanling Wang, Qing Li*, Haidong Kang, Dieli Hu, Lianbo Ma*, Gareth Tyson, Zhenhui Yuan, and Yong Jiang. “ParaLoupe: Real-time Video Analytics on Edge Cluster via Mini Model Parallelization”. Accepted by IEEE TMC 2024. (CCF A, download the paper)
4. Wanxin Shi, Qing Li*, Qiang Yu, Fulin Wang, Gengbiao Shen, Yong Jiang, Yang Xu, Lianbo Ma, and Gabriel-Miro Muntean*. "A Survey on Intelligent Solutions for Increased Video Delivery Quality in Cloud-Edge-End Networks". Accepted by IEEE Communications Surveys and Tutorials 2024. (IF: 34.4, download the paper)
5. Ruoyu Li, Qing Li*, Qingsong Zou, Dan Zhao, Xiangyi Zeng, Yucheng Huang, Yong Jiang, Feng Lyu, Gaston Ormazabal, and Aman Singh. "IoTGemini: Modeling IoT Network Behaviors for Synthetic Traffic Generation". Accepted by IEEE TMC 2024. (CCF A, download the paper)
6. Ruoyu Li, Qing Li*, Yucheng Huang, Qingsong Zou, Dan Zhao, Zhengxin Zhang, Yong Jiang, Fa Zhu, and Athanasios V. Vasilakos. "SeIoT: Detecting Anomalous Semantics in Smart Homes via Knowledge Graph". Accepted by IEEE Transactions on Information Forensics and Security (TIFS) 2024. (CCF A, download the paper)
7. Guorui Xie, Qing Li*, Chupeng Cui, Ruoyu Li, Lianbo Ma, Zhuyun Qi, and Yong Jiang*. "Intelligent In-Network Attack Detection on Programmable Switches with Soterv2". Accepted by IEEE Transactions on Dependable and Secure Computing (TDSC) 2024. (CCF A, download the paper )
8. Guanglin Duan, Qing Li*, Zhengxin Zhang, Dan Zhao, Guorui Xie, Yuan Yang, Zhenhui Yuan, Yong Jiang*, and Mingwei Xu. "DNSGuard: In-network Defense against DNS Attacks". Accepted by IEEE Transactions on Dependable and Secure Computing (TDSC) 2024. (CCF A, download the paper )
9. Ruoyu Li, Qing Li*, Tao Lin, Qingsong Zou, Dan Zhao, Yucheng Huang, Gareth Tyson, Guorui Xie, and Yong Jiang. "DeviceRadar: Online IoT Device Fingerprinting in ISPs using Programmable Switches." Accepted by IEEE/ACM Transactions on Networking (ToN) 2024. (CCF A, download the paper )
10. Lianbo Ma, Haidong Kang, Guo Yu, Qing Li, and Qiang He. "Single-Domain Generalized Predictor for Neural Architecture Search System." Accepted by IEEE/ACM Transactions on Computers (TC), 2024. (CCF A, download the paper )
11. Chenyi Liu, Vaneet Aggarwal, Tian Lan, Nan Geng, Yuan Yang, Mingwei Xu, and Qing Li. "FERN: Leveraging Graph Attention Networks for Failure Evaluation and Robust Network Design." Accepted by IEEE/ACM Transactions on Networking (ToN), 2023. (CCF A, download the paper)
12. Jingyu Xiao, Xudong Zuo, Qing Li*, Dan Zhao, Hanyu Zhao, Yong Jiang, Jiyong Sun, Bin Chen, Yong Liang, and Jie Li. "FlexNF: Flexible Network Function Orchestration for Scalable On-Path Service Chain Serving." Accepted by IEEE/ACM Transactions on Networking 2023. (CCF A, download the paper)
13. Guorui Xie, Qing Li*, Guanglin Duan, Jiaye Lin, Yutao Dong, Yong Jiang, Dan Zhao, and Yuan Yang. "Empowering In-Network Classification in Programmable Switches by Binary Decision Tree and Knowledge Distillation." IEEE/ACM TRANSACTIONS ON NETWORKING (ToN) 2023. (CCF A, download the paper)
14. Guorui Xie, Qing Li*, Zhenning Shi, Hanbin Fang, Shengpeng Ji, Yong Jiang, Zhenhui Yuan, Lianbo Ma, and Mingwei Xu. "Generating Neural Networks for Diverse Networking Classification Tasks via Hardware-Aware Neural Architecture Search." Accepted by IEEE Transactions on Computers (TC) 2023. (CCF A, download the paper)
15. Hanling Wang, Qing Li*, Heyang Sun, Zuozhou Chen, Yingqian Hao, Junkun Peng, Zhenhui Yuan, Junsheng Fu, and Yong Jiang. "VaBUS: Edge-Cloud Real-time Video Analytics via Background Understanding and Subtraction." IEEE Journal on Selected Areas in Communications (JSAC), vol. 41, no. 1, pp. 90-106, Jan. 2023. (CCF A, download the paper)
16. Junkun Peng, Qing Li, Xun Tang, Dan Zhao*, Chuang Hu, and Yong Jiang*. “A Cooperative Caching System in Heterogeneous Edge Networks.” Accepted by IEEE Transactions on Mobile Computing (TMC), 2023. (CCF A, download the paper)
17. Qing Li, Ying Chen, Aoyang Zhang, Yong Jiang, Longhao Zou, Zhimin Xu, and Gabriel-Miro Muntean. "A Super-Resolution Flexible Video Coding Solution for Improving Live Streaming Quality." IEEE Transactions on Multimedia (TMM), vol. 25, pp. 6341-6355, 2023. (Tsinghua A, download the paper)
18. Jianer Zhou, Xinyi Qiu, Zhenyu Li*, Qing Li*, Gareth Tyson, Jingpu Duan, Yi Wang, Heng Pan, and Qinghua Wu. “A Machine Learning-Based Framework for Dynamic Selection of Congestion Control Algorithms.” IEEE/ACM Transactions on Networking (ToN), 2023. (CCF A, download the paper)
19. Chuang Hu, Rui Lu, Qianlong Sang, Huanghuang Liang, Dan Wang, Dazhao Cheng*, Jin Zhang, Qing Li*, and Junkun Peng. "An Edge-side Real-time Video Analytics System with Dual Computing Resource Control." Accepted by IEEE Transactions on Computers (TC) 2023. (CCF A, download the paper)
20. Zongyi Zhao, Xingang Shi, Zhiliang Wang, Qing Li, Han Zhang, and Xia Yin. "Effcient and Accurate Flow Record Collection with HashFlow." IEEE Transactions on Parallel and Distributed Systems (TPDS) 33, no. 5 (May 1 2022): 1069-1083. (CCF A, download the paper)
21. Wanxin Shi, Chao Wang, Yong Jiang, Qing Li*, Gengbiao Shen and G. -M. Muntean. "CoLEAP: Cooperative Learning-Based Edge Scheme With Caching and Prefetching for DASH Video Delivery." in IEEE Transactions on Multimedia, vol. 23, pp. 3631-3645, 2021. (Tsinghua A, download the paper)

Selected conference papers 部分会议成果

22. Haolin Yan, Qing Li*, Guorui Xie, Gareth Tyson, and Yong Jiang. " LINC: Enabling Low-Resource In-network Classification and Incremental Model Update." Accepted by IEEE International Conference on Network Protocols (ICNP) 2024. (Tsinghua A, download the paper)
23. Chupeng Cui, Qing Li*, Guorui Xie, Ruoyu Li, Dan zhao, Zhenhui yuan, Yong Jiang.”Proteus: A Difficulty-aware Deep Learning Framework for Real-time Malicious Traffic Detection”.Accepted by IEEE International Conference on Network Protocols (ICNP) 2024. (Tsinghua A, download the paper)
24. Jiaye Lin, Qing Li*, Guorui Xie, Zhongxu Guan, Yong Jiang, Ting Xu, Zhong Zhang, and Peilin Zhao. “Mitigating Sample Selection Bias with Robust Domain Adaption in Multimedia Recommendation.” Accepted by ACM MM, 2024. (CCF A, download the paper)
25. Zhengxin Zhang, Dan Zhao, Xupeng Miao, Gabriele Oliaro, Zhihao Zhang, Qing Li, Yong Jiang, Zhihao Jia. Quantized Side Tuning: Fast and Memory-Efficient Tuning of Quantized Large Language Models. Accepted by ACL 2024. (CCF A, outstanding paper award, download the paper)
26. Jingyu Xiao, Zhiyao Xu, Qingsong Zou, Qing Li*, Dan Zhao, Dong Fang, Ruoyu Li, Wenxin Tang, Kang Li, Xudong Zuo, Penghui Hu, Yong Jiang, Zixuan Weng, Michael Lyu. Make Your Home Safe: Time-aware Unsupervised User Behavior Anomaly Detection in Smart Homes via Loss-guided Mask. Accepted by ACM SIGKDD 2024. (CCF A, download the paper)
27. Ziwen Ye, Qing Li*, Chunyu Qiao, Xiaoteng Ma, Yong Jiang, Qian Ma, Shengbin Meng, Zhenhui Yuan, and Zili Meng. "KEPC-Push: A Knowledge-Enhanced Proactive Content Push Strategy for Edge-Assisted Video Feed Streaming." Accepted by Usenix ATC 2024. (CCF A, download the paper)
28. Feixue Han, Qing Li*, Peng Zhang, Gareth Tyson, Yong Jiang, Mingwei Xu, Yulong Lan, and Zhicheng Li. "ETC: An Elastic Transmission Control Using End-to-End Available Bandwidth Perception." Accepted by Usenix ATC 2024. (CCF A, download the paper)
29. Ziqi Wei, Zhiqiang Wang, Qing Li*, Yuan Yang, Cheng Luo, Fuyu Wang, Yong Jiang, Sijie Yang, and Zhenhui Yuan. "QDSR: Accelerating Layer-7 Load Balancing by Direct Server Return with QUIC." Accepted by Usenix ATC 2024. (CCF A, download the paper)
30. Yuanzheng Tan, Qing Li*, Junkun Peng, Zhenhui Yuan, and Yong Jiang. "Air-CAD: Edge-Assisted Multi-Drone Network for Real-time Crowd Anomaly Detection." Accepted by the Web Conference (WWW) 2024. (CCF A, Oral, download the paper)
31. Zhenge Xu, Qing Li*, Wanxin Shi, Yong Jiang, Zhenhui Yuan, Peng Zhang, and Gabriel Muntean. "NCTM: A Novel Coded Transmission Mechanism for Short Video Deliveries." Accepted by the Web Conference (WWW) 2024. (CCF A, download the paper)
32. Ruoyu Li, Qing Li*, Yu Zhang, Dan Zhao, Xi Xiao, and Yong Jiang*. "Genos: General In-Network Unsupervised Intrusion Detection by Rule Extraction." Accepted by IEEE INFOCOM, 2024. (CCF A, download the paper)
33. Xiaoteng Ma, Qing Li*, Junkun Peng, Gareth Tyson, Ziwen Ye, Shisong Tang, Qian Ma, Shengbin Meng, and Gabriel-Miro Muntean. “Smart Data-Driven Proactive Push to Edge Network for User-Generated Videos.” Accepted by IEEE INFOCOM, 2024. (CCF A, download the paper)
34. Lianbo Ma, Yuee Zhou, Jianlun Ma, Guo Yu, and Qing Li. "One-Step Forward and Backtrack: Overcoming Zig-Zagging in Loss-Aware Quantization Training." Accepted by AAAI, 2024. (CCF A, download the paper )
35. Ruoyu Li, Qing Li*, Yu Zhang, Dan Zhao, Yong Jiang. "Interpreting Unsupervised Anomaly Detection in Security via Rule Extraction." in Proceedings of NeurIPS 2023. (CCF A, download the paper)
36. Zhengxin Zhang, Yucheng Huang, Guanglin Duan, Qing Li*, Dan Zhao, Yong Jiang, Lianbo Ma, Xi Xiao, and Hengyang Xu. "Metis: Understanding and Enhancing IN-Network Regular Expressions." in Proceedings of NeurIPS 2023. (CCF A, download the paper)
37. Yutao Dong, Qing Li*, Kaidong Wu, Ruoyu Li, Dan Zhao, Gareth Tyson, Junkun Peng, Yong Jiang, Shutao Xia, and Mingwei Xu. "HorusEye: A Realtime IoT Malicious Traffc Detection Framework using Programmable Switches." in Proceedings of USENIX Security 2023. (CCF A, download the paper)
38. Shisong Tang, Qing Li*, Dingmin Wang, Ci Gao, Wentao Xiao, Dan Zhao, Yong Jiang, Qian Ma, and Aoyang Zhang. "Counterfactual Video Recommendation for Duration Debiasing." in Proceedings of ACM SIGKDD 2023. (CCF A, download the paper)
39. Zhengxin Zhang, Qing Li*, Guanglin Duan, Dan Zhao, Jingyu Xiao, Guorui Xie, and Yong Jiang. "Pontus: Finding Waves in Data Streams." in Proc. ACM SIGMOD 2023. (CCF A, download the paper)
40. Lie Lu, Qing Li*, Dan Zhao, Yuan Yang, Zeyu Luan, Jianer Zhou, YongJiang, and Mingwei Xu. "Hawkeye: A Dynamic and Stateless Multicast Mechanism with Deep Reinforcement Learning." in Proc. IEEE INFOCOM 2023. (CCF A, download the paper)
41. Junkun Peng, Qing Li*, Yuanzheng Tan, Dan Zhao, Zhenhui Yuan, Jinhua Chen, Hanling Wang, and Yong Jiang. "SkyNet: Multi-Drone Cooperation for Real-Time Identification and Localization." In Proceedings of IEEE INFOCOM 2023. (CCF A, download the paper)
42. Qian Yu, Qing Li*, Rui He, Gareth Tyson, Wanxin Shi, Jianhui Lv, Zhenhui Yuan, Peng Zhang, Yulong Lan, and Zhicheng Li. "BiSR: Bidirectionally Optimized Super-Resolution for Mobile Video Streaming." in Proceedings of ACM WWW (WebConf) 2023. (CCF A, download the paper)
43. Haozhen Zhang, Le Yu, Xi Xiao*, Qing Li*, Francesco Mercaldo, Xiapu Luo, and Qixu Liu. "TFE-GNN: A Temporal Fusion Encoder Using Graph Neural Networks for Fine-grained Encrypted Traffic Classification." in Proceedings of ACM WWW (WebConf) 2023. (CCF A, download the paper)
44. Jingyu Xiao, Qingsong Zou, Qing Li*, Dan Zhao, Kang Li, Zixuan Weng, Ruoyu Li, and Yong Jiang. "I Know Your Intent: Graph-enhanced Intent-aware User Device Interaction Prediction via Contrastive Learning." in Proceedings of ACM Interact. Mob. Wearable Ubiquitous Technol. (Ubicomp/IMWUT) 7, 3, Article 136 (September 2023), 28 pages (CCF A, download the paper)
45. Qingsong Zou, Qing Li*, Ruoyu Li, Yucheng Huang, Gareth Tyson, Jingyu Xiao, and Yong Jiang. "IoTBeholder: A Privacy Snooping Attack on User Habitual Behaviors from Smart Home Wi-Fi Traffic." in Proc. ACM Interact. Mob. Wearable Ubiquitous Technol. (Ubicomp/IMWUT) 7, 1, Article 43 (March 2023), 26 pages. (CCF A, download the paper)
46. Fulin Wang, Qing Li*, Wanxin Shi, Gareth Tyson, Yong Jiang, Lianbo Ma, Peng Zhang, Yulong Lan, and Zhicheng Li. "Reparo: QoE-Aware Live Video Streaming in Low Rate Networks by Intelligent Frame Recovery." in Proc. ACM MM 2023. (CCF A, download the paper)
47. Jiaye Lin, Qing Li*, Guorui Xie, Yong Jiang, Zhenhui Yuan, Changlin Jiang, and Yuan Yang. "In-Forest: Distributed In-Network Classification with Ensemble Models." in Proceedings of ICNP 2023. (Tsinghua A, download the paper)
48. Zeyu Luan, Qing Li*, Zutao Zhang, Yong Jiang, Meng Chen, Yu Wang, Kejun Li. "AWEsome-Cache: dependency-free rule-caching for arbitrary wildcard patterns in TCAM." in Proceedings of ICNP 2023. (Tsinghua A, download the paper)
49. Guorui Xie, Qing Li*, Haolin Yan, Dan Zhao, Gianni Antichi, and Yong Jiang. "Efficient Attack Detection with Multi-Latency Neural Models on Heterogeneous Network Devices." in Proceedings of ICNP 2023. (Tsinghua A, download the paper)
50. Guorui Xie, Qing Li*, Jiaye Lin, Gianni Antichi, Dan Zhao, Zhenhui Yuan, Ruoyu Li, and Yong Jiang. "Dryad: Deploying Adaptive Trees on Programmable Switches for Networking Classification." in Proceedings of ICNP 2023. (Tsinghua A, download the paper)
51. Junkun Peng, Qing Li*, Xiaoteng Ma, Yong Jiang, Yutao Dong, Chuang Hu, Meng Chen. "MagNet: Cooperative Edge Caching by Automatic Content Congregating." In Proceedings of ACM WebConf (WWW) 2022. (CCF A, download the paper)
52. Shisong Tang, Qing Li*, Xiaoteng Ma, Ci Gao, Dingmin Wang, Yong Jiang, Qian Ma, Aoyang Zhang, and Hechang Chen. "Knowledge-based Temporal Fusion Network for Interpretable Online Video Popularity Prediction." In Proceedings of ACM WebConf (WWW) 2022. (CCF A, download the paper)
53. Wanxin Shi, Qing Li*, Chao Wang, Longhao Zou, Gengbiao Shen, Pei Zhang, and Yong Jiang. "Learning-based Fuzzy Bitrate Matching at the Edge for Adaptive Video Streaming." In Proceedings of ACM WebConf (WWW) 2022. (CCF A, download the paper)
54. Guorui Xie, Qing Li*, Yutao Dong, Guanglin Duan, Yong Jiang, and Jingpu Duan. "Mousika: Enable General In-Network Intelligence in Programmable Switches by Knowledge Distillation." In Proceedings of IEEE INFOCOM 2022. (CCF A, download the paper)
55. Xudong Zuo, Qing Li*, Jingyu Xiao, Dan Zhao, and Jiang Yong. "Drift-bottle: a lightweight and distributed approach to failure localization in general networks." In Proceedings of ACM CoNEXT 2022. (Tsinghua A, download the paper)
56. Yutao Dong, Qing Li*, R. O. Sinnott, Yong Jiang, and Shutao Xia. "ISP Self-Operated BGP Anomaly Detection Based on Weakly Supervised Learning." In Proceedings of the 29th IEEE International Conference on Network Protocols (ICNP), Dallas, TX, USA, 2021, pp. 1-11. (Tsinghua A, download the paper)
57. Jianer Zhou, Xinyi Qiu, Zhenyu Li, Gareth Tyson, Qing Li, Jingpu Duan, and Yi Wang. "Antelope: A Framework for Dynamic Selection of Congestion Control Algorithms," 2021 IEEE 29th International Conference on Network Protocols (ICNP), Dallas, TX, USA, 2021, pp. 1-11. (Tsinghua A, download the paper)
58. Wanxin Shi, Qing Li, Ruishan Zhang, Gengbiao Shen, Yong Jiang, Zhenhui Yuan, and Gabriel-Miro Shen. "Ready to Respond: A QoE-aware MEC Selection Scheme for DASH-based Adaptive Video Streaming to Mobile Users." In Proceedings of ACM Multimedia 2021. (CCF A, download the paper)
59. Gengbiao Shen, Qing Li*, Shuo Ai, Yong Jiang, Mingwei Xu, and Xuya Jia. "How Powerful Switches Should be Deployed: A Precise Estimation Based on Queuing Theory." In Proceedings of IEEE INFOCOM, Paris, France, 2019. (CCF A, download the paper)
60. Nanyang Huang, Qing Li*, Dong Lin, Xiaowen Li, and Yong Jiang. "Software-Defined Label Switching: Scalable Per-flow Control in SDN." In Proceedings of IEEE/ACM IWQoS 2018. (CCF B, Best Paper Award, download the paper)
61. Qing Li, Mingwei Xu, and Meng Chen. "NSFIB construction & aggregation with next hop of strict partial order." In Proceedings of IEEE INFOCOM (Mini), Turin, Italy, 2013. (CCF A, download the paper)
62. Qing Li, Dan Wang, Mingwei Xu, and Jiahai Yang, "On the Scalability of Router Forwarding Tables: Nexthop-Selectable FIB Aggregation." In Proceedings of IEEE INFOCOM (Mini), Shanghai, P.R. China, April 2011. (CCF A, download the paper)

Patents 发明专利

1. 一种解决SDN流级别配置一致性更新的方法和装置，专利号：201410416521.5，李清、江勇、赵坤，授权日期：2017.8.25
2. 移动云计算迁移方法及系统，专利号：201410416522.X，李清、江勇、贺菊华、谭亚垒，授权日期：2017.12.12
3. 一种基于增量部署SDN网络的链路洪泛攻击的防御方法，专利号：201511029017.0，李清、王磊、江勇，授权日期：2018.7.27
4. 内容中心网络的内容请求及传输方法和系统，专利号：201510131520.0，李清、江勇、夏树涛、甘斌，授权日期：2018.3.2
5. 一种分布式软件定义网络及在其中动态控制控制器的方法，专利号：201510152981.6，李清、夏树涛、江勇、陈艳毓、赵宗义，授权日期：2017.12.19
6. 软件定义网络中的中间盒调度方法及系统，专利号：201510133399.5，李清、江勇、夏树涛、段鹏飞，授权日期：2017.11.7
7. 一种基于选择性缓存的内容中心网络动态路由方法，专利号：201510167265.5，李清、徐明伟、江勇、赵宗义，授权日期：2017.8.25
8. 一种基于优先级的数据中心网络传输层数据流传输方法，专利号：201610369912.5，李清、赵宗义、徐明伟，授权日期：2018.11.2
9. 一种基于CDN 的直播流自适应方法和系统，专利号：201610356339.4，李清、甘斌、江勇，授权日期：2019.3.26
10. 视频传输方法、系统、计算机设备和存储介质，专利号：201910530061.1，李清、石婉欣、王潮、林栋、邓轻松,，授权日期：2021.11.30
11. 一种视频码率的匹配方法、存储介质及终端设备，专利号：202010022834.8，李清，王潮、石婉欣、江勇、邹龙昊、齐竹云，授权日期：2021.10.8
12. 一种基于智能边缘的直播视频流的传输方法，专利号：202010265413.8，李清、江勇、柴霁萌、马晓腾、齐竹云，授权日期：2022.8.9
13. 一种基于网内缓存的差异化传输方法，专利号：202010470454.0，李清、沈耿彪、江勇、吴宇，授权日期：2022.3.8
14. 一种基于智能边缘的SVC视频的传输方法及智能边缘，专利号：202010838005.7，李清、柴霁萌、江勇，授权日期：2022.9.13
15. 视频获取方法、装置、设备及计算机可读存储介质，专利号：202011266853.1，李清、马晓腾、江勇、邹龙昊、成剑，授权日期：2023.2.21
16. 一种基于云边协议的直播视频传输方法，专利号：202011134693.5，李清、陈颖、张傲阳、江勇、辛遥、崔春来，授权日期：2022.5.10
17. 一种基于边缘计算的视频流传输方法，专利号：202011110759.7，李清、张傲阳、陈颖、江勇、马晓腾、邹龙昊，授权日期：2022.11.1
18. 一种基于机器学习的域内故障检测方案，专利号：202011330617.1，李清、叶连金、江勇、成剑、王向荣，授权日期：2022.3.8
19. 一种自治域内自管理的BGP异常检测方法，专利号：202011588909.5，李清、董宇韬、夏树涛、江勇、杨镕玮，授权日期：2022.5.3
20. 基于混合网络的服务链映射方法、智能终端及存储介质，专利号：202011567506.2，李清、赵涵羽、段经璞、江勇，授权日期：2022.6.17
21. 一种虚拟网络功能实例的流量无状态迁移方法及电子设备，专利号：202011310178.8，李清、黄河、江勇、段经璞、吴宇，授权日期：2022.5.3
22. 一种路由表压缩方法、路由器及存储介质，专利号：202011204784.1，李清、吴毅超、江勇、李伟超，授权日期：2022.8.9
23. 一种检测器分配方法和物联网检测系统，专利号：202110583804.9，李清、李若愚、江勇、刘冀洵、周建二，授权日期：2022.5.10
24. 一种流量异常检测方法、检测设备及计算机可读存储介质，专利号：202110583803.4，李清、李若愚、江勇、刘冀洵、周建二，授权日期：2023.4.18
25. 用于分布式计算集群调度的深度强化学习模型训练方法、装置及调度方法，专利号：202110387715.7，李清、郭嘉伟、江勇、刘冀洵、周建二，授权日期：2023.7.18
26. 基于可编程数据平面的服务选择方法、装置及交换机，专利号：202110431070.2，李清、赵涵羽、江勇、段经璞、刘凯、杨镕玮，授权日期：2022.2.25
27. 一种服务链流量迁移方法、装置、终端设备及存储介质，专利号：202110615020.X，李清、黄河、江勇、段经璞、崔春来、周建二、成剑，授权日期：2022.2.25
28. 包级别网内数据传输方法、系统、存储介质及终端设备，专利号：202110395708.1，李清、赖训齐、江勇、周建二、段经璞、夏树涛，授权日期：2022.5.20
29. 一种网内缓存控制方法、系统、存储介质及终端设备，专利号：202110395707.7，李清、赖训齐、江勇、崔春来、李湘琼、赵凯丽，授权日期：2024.2.6
30. 一种基于用户体验的边缘自适应视频加速方法及相关装置，专利号：202111205339.1，李清、石婉欣、张瑞珊、江勇、邹龙昊、李伟超、齐竹云，授权日期：2023.12.1
31. 一种基于数据包的网络传输方法、装置、设备及存储介质，专利号：202111618197.1，李清、韩飞雪、江勇、周建二、蒋长林、朱春生，授权日期：2023.8.18
32. 基于跨数据中心网络通信的发送速率控制方法和装置，专利号：202111617446.5，李清、蒋慧玲、江勇、周建二、蒋长林、刘冀洵、宋胜安、齐竹云，授权日期：2023.10.20
33. 一种流量监测方法、装置、终端及存储介质，专利号：202111646803.0，李清、李若愚、黄禹诚、江勇、朱春生，授权日期：2023.8.22
34. 一种基于显式路径的流量控制方法及相关设备，专利号：202111560725.2，李清、栾泽宇、江勇，授权日期：2023.10.20
35. 一种基于知识蒸馏的数据包分类方法及相关装置，专利号：202111565340.5，李清、谢国锐、段光林、董宇韬、江勇、刘冀洵、刘凯、齐竹云，授权日期：2023.12.1
36. 一种基于自诱导拥塞和单向延迟的可用带宽测量方法，专利号：202210277722.6，李清、金涛、李伟超、夏树涛、江勇，授权日期：2023.6.16
37. 一种基于边缘计算的全景视频优化传输方法和系统，专利号：202210277958.X，李清、叶子文、江勇、邹龙昊、蒋长林，授权日期：2023.6.6
38. 物联网异常实时检测方法、装置、终端及可读存储介质，专利号：202210362853.4，李清、董宇韬、李克军、江勇、夏树涛，授权日期：2023.8.18
39. 一种基于设备行为的物联网设备检测方法及系统，专利号：202210331321.4，李清、黄禹城、李若愚、江勇、蒋长林、周建二，授权日期：2023.7.14
40. 一种混合流转发方法、装置、设备及存储介质，专利号：202210466572.3，李清、王翌、江勇，授权日期：2023.7.14
41. 一种基于标签技术的软件定义网络混合交换方法，专利号：202210484847.6，李清、王翌、江勇，授权日期：2023.7.14
42. 基于可编程数据面的实时DNS隧道检测方法及相关设备，专利号：202210482202.9，李清、段光林、谢国锐、刘冀洵、齐竹云、江勇，授权日期：2023.6.6
43. 一种网络故障感知与定位方法、装置、终端及存储介质，专利号：202210484276.6，李清、左旭东、赵丹、蒋长林、江勇，授权日期：2023.7.25
44. 一种端网协同的流量调度方法、装置、系统及存储介质，专利号：202210483562.0，李清、吕鸿润、江勇、王羽、赵达毅，授权日期：2023.7.25
45. 一种基于BIER的天地一体化多播网络通信方法及系统，专利号：202210492037.5，李清、卢烈、赵丹、栾泽宇、江勇，授权日期：2023.9.26
46. 一种基于主被动混合测量的故障定位方法及相关设备，专利号：202210466554.5，李清、肖劲宇、左旭东、赵丹、江勇，授权日期：2023.6.6
47. 针对可编程交换机的数据包分类方法、系统及相关设备，专利号：202210480817.8，李清、谢国锐、江勇、刘冀洵、李克军、齐竹云，授权日期：2023.8.22

Activities

In my spare time, I like to run marathons. When I run, I feel very relaxed. I used to be the instructor of the students’ Marathon Association of Shenzhen International graduate school, Tsinghua University (MAST). I have helped hundreds of people with zero running experience to train scientifically to run a marathon (42.195 km). By now, I have run dozens of marathons. Currently, my PB for the marathon is 303 (3 hours and 3 minutes). I hope that in 2024, I can successfully break 300 (全马破三) in the marathon. In addition, I like to travel around and take a leisurely walk, especially small and unique places that always fascinate me.