Preprints
[Pre2] ServeFlow: A Fast-Slow Model Architecture for Network Traffic Analysis [arXiv]
Shinan Liu, Gerry Wan, Jeewon Chae, Jonatas Marques, Sanjay Krishnan, Nick Feamster (In Submission)
[Pre1] AC-DC: Adaptive Ensemble Classification for Network Traffic Identification [arXiv]
Xi Jiang, Shinan Liu, Saloua Naama, Francesco Bronzino, Paul Schmitt, Nick Feamster(In Submission)
Conference
[C9] CATO: End-to-end Optimization of ML Traffic Analysis Pipelines [arXiv]
Gerry Wan, Shinan Liu, Francesco Bronzino, Nick Feamster, Zakir Durumeric The 22nd USENIX Symposium on Networked Systems Design and Implementation (NSDI ’25), April 2025
[C8] NetDiffusion: Network Data Augmentation Through Protocol-Constrained Traffic Generation [paper]
Xi Jiang, Shinan Liu, Aaron Gember-Jacobson, Arjun Nitin Bhagoji, Paul Schmitt, Francesco Bronzino, Nick Feamster. ACM SIGMETRICS / IFIP PERFORMANCE 2024(SIGMTRICS’24), June. 2024
[C7] LEAF: Navigating Concept Drift in Cellular Networks [paper] [data]
Shinan Liu, Francesco Bronzino, Paul Schmitt, Arjun Nitin Bhagoji, Nick Feamster, Hector Garcia Crespo, Timothy Coyle, Brian Ward. The 19th International Conference on emerging Networking EXperiments and Technologies(CoNext/PACMNet’23), December 2023
[C6] AMIR: Active Multimodal Interaction Recognition from Video and Network Traffic in Connected Environments [paper] [website] [data] [pipeline] [model] [blog]
Shinan Liu, Tarun Mangla, Ted Shaowang, Jinjin Zhao, John Paparrizos, Sanjay Krishnan, Nick Feamster Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies (UbiComp/IMWUT’23, October 2023)
[C5] Toward Identifying Home Privacy Leaks Using Augmented Reality [paper]
Stefany Cruz, Logan Danek, Shinan Liu, Christopher Kraemer, Zixin Wang, Nick Feamster, Danny Yuxing Huang, Yaxing Yao, Josiah Hester Symposium on Usable Security and Privacy (USEC’23, Co-located with NDSS’23), April 2023
[C4] Stars Can Tell: A Robust Method to Defend against GPS Spoofing Attacks Using Off-the-shelf Chipset [paper] [website] [data] [apk release]
[C3] Characterizing Service Provider Response to the COVID-19 Pandemic in the United States [paper]
[C2] Mapping the Digital Divide: Before, During, and After COVID-19 [paper]
[C1] All Your GPS Are Belong To Us: Towards Stealthy Manipulation of Road Navigation Systems [paper] [demo]
Workshop
[W6] Feasibility of State Space Models for Network Traffic Generation [paper]
Andrew Chu*, Xi Jiang*, Shinan Liu, Arjun Bhagoji, Francesco Bronzino, Paul Schmitt, Nick Feamster SIGCOMM Workshop on Networks for AI Computing (NAIC)(NAIC’24) , June 2024
[W5] Generative, High-Fidelity Network Traces
[W4] Towards Designing Robust and Efficient Classifiers for Encrypted Traffic in the Modern Internet
[W3] Understanding Model Drift in a Large Cellular Network [paper]
Shinan Liu, Francesco Bronzino, Paul Schmitt, Arjun Nitin Bhagoji, Nick Feamster, Hector Garcia Crespo, Timothy Coyle, Brian Ward. PACMI (Co-located with MLSys 2022), Aug. 2022
[W2] Interconnection changes in the United States [paper]
[W1] A Practical GPS Location Spoofing Attack in Road Navigation Scenario [paper][demo]
Journal
[J1] Investigations on the local structures of Cu2+ at various BaO concentrations in 59B2O3-10K2O-(30x)ZnO-xBaO-1CuO glasses [paper]
Poster
[Po1] Security Analysis of Multi-Sensor Fusion based Localization in Autonomous Vehicles [paper]
Patent
[Pa4] A Secure Method and Device to Deliver Satellite Signal
Shinan Liu, Xin Zhou, Xibo Yang, Rui Kang, Gaoxiang Wu, Hao Du, Rui Kang, Shengzhi Qin, Sai Xu. National Institution of Intellectual Property, P. R. China
[Pa3] A Wireless Signal Classification and Detection Method and Device
Rui Kang, Shinan Liu, Xin Zhou, Hao Du, Xibo Yang, Sai Xu, Shengzhi Qin, Gaoxiang Wu. National Institution of Intellectual Property, P. R. China, L 2017 2 1275895.5
[Pa2] A Satellite Signal Classification and Detection Method and Device
Shengzhi Qin, Xibo Yang, Sai Xu, Xin Zhou, Rui Kang, Shinan Liu, Gaoxiang Wu, Hao Du. National Institution of Intellectual Property, P. R. China, L 2017 1 0478901.
[Pa1] A Software-Defined Wireless Signal Reception Device and System
Hao Du, Rui Kang, Gaoxiang Wu, Sai Xu, Shinan Liu, Shengzhi Qin, Xibo Yang, Xin Zhou. National Institution of Intellectual Property, P. R. China, ZL 2017 2 1090307.0, March, 2018.