Qing Li's (李清) home page
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.
- Tianyu Li, Hanling Wang, Qing Li*, Yong Jiang and Zhenhui Yuan, “CL-Shield: A Continuous Learning System for Protecting User Privacy”. Accepted by IEEE TMC 2024. (CCF A, paper to be added)
- Yi Liu, Nan Geng, Mingwei Xu, Yuan Yang, Enhuan Dong, Chenyi Liu, Qiaoyin Gan, Qing Li, and Jianping Wu. “Adaptive and Low-Cost Traffic Engineering: A Traffic Matrix Clustering Perspective”. Accepted by IEEE JSAC 2024. (CCF A, paper to be added)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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 )
- 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 )
- 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 )
- 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 )
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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 )
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)
- 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)