Preprints

[Pre3] ServeFlow: A Fast-Slow Model Architecture for Network Traffic Analysis [arXiv]

Shinan Liu, Ted Shaowang, Gerry Wan, Jeewon Chae, Jonatas Marques, Sanjay Krishnan, Nick Feamster （In Submission）

[Pre2] CATO: End-to-end Optimization of ML Traffic Analysis Pipelines [arXiv]

Gerry Wan, Shinan Liu, Francesco Bronzino, Nick Feamster, Zakir Durumeric（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

[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]

Shinan Liu*, Xiang Cheng*, Hanchao Yang, Yuanchao Shu, Xiaoran Weng, Ping Guo, Kexiong (Curtis) Zeng, Gang Wang, Yaling Yang. 30th USENIX Security Symposium（USENIX Security’21）, August 2021

[C3] Characterizing Service Provider Response to the COVID-19 Pandemic in the United States [paper]

Shinan Liu, Paul Schmitt, Francesco Bronzino, Nick Feamster. The Passive and Active Measurement Conference 2021（PAM’21）, March 2021

[C2] Mapping the Digital Divide: Before, During, and After COVID-19 [paper]

Francesco Bronzino, Nick Feamster, Shinan Liu, James Saxon, Paul Schmitt. The 48th Research Conference on Communication, Information and Internet Policy（TPRC’21）, Feb 2021

[C1] All Your GPS Are Belong To Us: Towards Stealthy Manipulation of Road Navigation Systems [paper] [demo]

Kexiong (Curtis) Zeng, Shinan Liu, Yuanchao Shu, Dong Wang, Haoyu Li, Yanzhi Dou, Gang Wang and Yaling Yang. 27th USENIX Security Symposium（USENIX Security’18）, August 2018

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

Xi Jiang*, Shinan Liu*, Aaron Gember-Jacobson, Paul Schmitt, Francesco Bronzino, Nick Feamster The 22nd ACM Workshop on Hot Topics in Networks (Accepted by HotNets’23) , Nov. 2023

[W4] Towards Designing Robust and Efficient Classifiers for Encrypted Traffic in the Modern Internet

Xi Jiang, Shinan Liu, Saloua Naama, Francesco Bronzino, Paul Schmitt, Nick Feamster IAB workshop on Management Techniques in Encrypted Networks (M-TEN) , Oct. 2022

[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]

Francesco Bronzino, Elizabeth Cully, Nick Feamster, Shinan Liu, Jason Livingood, Paul Schmitt. IAB COVID-19 Workshop , Jan. 2021

[W1] A Practical GPS Location Spoofing Attack in Road Navigation Scenario [paper][demo]

Kexiong (Curtis) Zeng, Yuanchao Shu, Shinan Liu, Yanzhi Dou and Yaling Yang. 18th ACM Workshop on Mobile Computing Systems and Applications (Hotmobile’17), Feb. 2017

Journal

[J1] Investigations on the local structures of Cu2+ at various BaO concentrations in 59B2O3-10K2O-(30x)ZnO-xBaO-1CuO glasses [paper]

Jiarui Jin, Shaoyi Wu, Jian Hong, Shinan Liu, Minxian Song, Baohua Teng, Minghe Wu. Philosophical Magazine, 97:31, 2858-2870, July. 2017

Poster

[Po1] Security Analysis of Multi-Sensor Fusion based Localization in Autonomous Vehicles [paper]

Junjie Shen, Jun Yeon Won, Shinan Liu, Qi Alfred Chen, Alexander Veidenbaum. Network & Distributed SystemSecurity Symposium NDSS’19 DISTINGUISHED POSTER PRESENTATION, Feb. 2019

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.