Qi Li

Zhenhua Zou, Guosheng, Qiuyang Zhan, Lepeng Zhao, Shuo Li, Qi Li, Ke Xu, Mingwei Xu, Zhuotao Liu ^✉️

Corresponding Author

(2026). Blind Gods and Broken Screens: Architecting a Secure, Intent-Centric Mobile Agent Operating System.

Zixuan Liu, Yi Zhao, Zhuotao Liu, Qi Li, Chuanpu Fu, Guangmeng Zhou, Ke Xu (2026). A Universal Black-Box Evasion Attack against ML-based Malicious Traffic Detection Systems. NDSS26.

Peiyang Li, Fukun Mei, Ye Wang, Zhuotao Liu, Ke Xu, Chao Shen, Qian Wang, Qi Li (2026). Achieving Interpretable DL-based Web Attack Detection through Malicious Payload Localization. NDSS26.

Xinhao Deng, Yixiang Zhang, Qi Li, Zhuotao Liu, Yabo Wang, Ke Xu (2026). Enhancing Website Fingerprinting Attacks against Traffic Drift. NDSS26.

Yihao Chen, Qi Li, Ke Xu, Zhuotao Liu, Jianping Wu (2026). Understanding the Stealthy BGP Hijacking Risk in the ROV Era. NDSS26.

Yinchao Zhang, Su Yao, Yong Feng, Kang Chen, Tong Li, Zhuotao Liu, Yi Zhao, Lexuan Zhang, Xiangyu Gao, Feng Xiong, Qi Li, Ke Xu (2025). Pegasus: A Universal Framework for Scalable Deep Learning Inference on the Dataplane. SIGCOMM25.

🏆

✨ Distinguished Paper Award Winner

Zhenhua Zou, Zhuotao Liu ^✉️

Corresponding Author

, Jinyong Shan, Qi Li, Ke Xu, Mingwei Xu (2025). RingSG: Optimal Secure Vertex-Centric Computation for Collaborative Graph Processing. CCS25.

Guangmeng Zhou, Xiongwen Guo, Zhuotao Liu, Tong Li, Qi Li, Ke Xu (2025). TrafficFormer: An Efficient Pre-trained Model for Traffic Data. S&P25.

Yuqi Qing, Qilei Yin, Xinhao Deng, Xiaoli Zhang, Peiyang Li, Zhuotao Liu, Kun Sun, Ke Xu, Qi Li (2025). Training Robust Classifiers for Classfiying Encrypted Traffic under Dynamic Network Conditions. CCS25.

Jinzhu Yan

Equal contribution

, Haotian Xu

Equal contribution

, Zhuotao Liu ^✉️

Corresponding Author

, Qi Li, Ke Xu, Mingwei Xu, Jianping Wu (2024). Brain-on-Switch: Towards Advanced Intelligent Network Dataplane via NN-Driven Traffic Analysis at Line-Speed. NSDI24.

Zhenhua Zou, Zhuotao Liu ^✉️

Corresponding Author

, Jinyong Shan, Qi Li, Ke Xu, Mingwei Xu (2024). CoGNN: Towards Secure and Efficient Collaborative Graph Learning. CCS24.

🏆

✨ Distinguished Paper Award Winner

✨ 2024 Internet Defense Prize Winner

Yihao Chen, Qilei Yin, Qi Li, Zhuotao Liu, Ke Xu, Mingwei Xu, Ziqian Liu, Jianping Wu (2024). Learning with Semantics: Towards a Semantics-Aware Routing Anomaly Detection System. Sec24.

Yuqi Qing, Qilei Yin, Xinhao Deng, Yihao Chen, Zhuotao Liu, Kun Sun, Ke Xu, Jia Zhang, Qi Li (2024). Low-Quality Training Data Only? A Robust Framework for Detecting Encrypted Malicious Network Traffic. NDSS24.

Xuanqi Liu, Zhuotao Liu ^✉️

Corresponding Author

, Qi Li, Ke Xu, Mingwei Xu (2024). Pencil: Private and Extensible Collaborative Learning without Non-Colluding Assumption. NDSS24.

Xiyuan Zhao, Xinhao Deng, Qi Li, Yunpeng Liu, Zhuotao Liu, Kun Sun, Ke Xu (2024). Towards Fine-Grained Webpage Fingerprinting at Scale. CCS24.

🏆

✨ Distinguished Paper Award Winner

Guangmeng Zhou, Zhuotao Liu, Chuanpu Fu, Qi Li, Ke Xu (2023). An Efficient Design of Intelligent Network Data Plane. Sec23.

Yi He, Roland Guo, Yunlong Xing, Xijia Che, Kun Sun, Zhuotao Liu, Ke Xu, Qi Li (2023). Cross Container Attacks: The Bewildered eBPF on Clouds. Sec23.

Peiyang Li, Ye Wang, Qi Li, Zhuotao Liu, Ke Xu, Ju Ren, Zhiying Liu, Ruilin Lin (2023). Learning from Limited Heterogeneous Training Data: Meta-Learning for Unsupervised Zero-day Web Attack Detection across Web Domains. CCS23.

Qi Li, Zhuotao Liu ^✉️

Corresponding Author

, Qi Li, Ke Xu (2023). martFL: Enabling Utility-Driven Data Marketplace with a Robust and Verifiable Federated Learning Architecture. CCS23.

Yunpeng Liu, Kexin Li, Zhuotao Liu, Bihan Wen, Ke Xu, Weiqiang Wang, Wenbiao Zhao, Qi Li (2023). Provenance of Training without Training Data: Towards Privacy-Preserving DNN Model Ownership Verification. WWW23.

Xinhao Deng, Qilei Yin, Zhuotao Liu, Xiyuan Zhao, Qi Li, Mingwei Xu, Ke Xu, Jianping Wu (2023). Robust Multi-tab Website Fingerprinting Attacks in the Wild. S&P23.

Xiaoliang Wang, Zhuotao Liu, Qi Li, Yangfei Guo, Sitong Ling, Jiangou Zhan, Yi Xu, Ke Xu, Jianping Wu (2023). Secure Inter-domain Routing and Forwarding via Verifiable Forwarding Commitments. Arxiv Preprint.

Qilei Yin, Zhuotao Liu, Qi Li, Tao Wang, Qian Wang, Chao Shen, Yixiao Xu (2022). Automated Multi-Tab Website Fingerprinting Attack. IEEE Transactions on Dependable and Secure Computing (TDSC) 2022.

Qi Li, Xinhao Deng, Zhuotao Liu ^✉️

Corresponding Author

, Yuan Yang, Xiaoyue Zou, Qian Wang, Mingwei Xu, Jianping Wu (2022). Dynamic Network Security Function Enforcement via Joint Flow and Function Scheduling. IEEE Transactions on Information Forensics and Security (TIFS) 2022.

Zijie Yang, Jiahao Cao, Zhuotao Liu ^✉️

Corresponding Author

, Xiaoli Zhang, Kun Sun, Qi Li (2022). Good Learning, Bad Performance: A Novel Attack Against RL-Based Congestion Control Systems. IEEE Transactions on Information Forensics and Security (TIFS) 2022.

Zhuotao Liu, Yangxi Xiang, Jian Shi, Peng Gao, Haoyu Wang, Xusheng Xiao, Bihan Wen, Qi Li, Yih-Chun Hu (2022). Make Web3.0 Connected. IEEE Transactions on Dependable and Secure Computing (TDSC) 2022.

Yi He, Zhenhua Zou, Kun Sun, Zhuotao Liu, Ke Xu, Qian Wang, Chao Shen, Zhi Wang, Qi Li (2022). RapidPatch: Firmware Hotpatching for Real-Time Embedded Devices. Sec22.

Sainan Li, Qilei Yin, Guoliang Li, Qi Li, Zhuotao Liu, Jinwei Zhu (2022). Unsupervised Contextual Anomaly Detection for Database Systems. SIGMOD22.

Jiaming Mu, Binghui Wang, Qi Li, Kun Sun, Mingwei Xu, Zhuotao Liu (2021). A Hard Label Black-box Adversarial Attack Against Graph Neural Networks. CCS21.

Qi Li, Yunpeng Liu, Zhuotao Liu ^✉️

Corresponding Author

, Peng Zhang, Chunhui Pang (2021). Efficient Forwarding Anomaly Detection in Software-Defined Networks. IEEE Transactions on Parallel and Distributed Systems (TPDS) 2021.

Bo Wu, Ke Xu, Qi Li, Zhuotao Liu, Yih-Chun Hu, Martin J. Reed, Meng Shen, Fan Yang (2018). Enabling Efficient Source and Path Verification via Probabilistic Packet Marking. IWQoS18.