Publications

2026

1. CoNEXT 26

   NetSSM: Multi-Flow and State-Aware Network Trace Generation using State-Space Models

   Chu, Andrew, Jiang, Xi, Liu, Shinan, Nitin Bhagoji, Arjun, Bronzino, Francesco, Schmitt, Paul, and Feamster, Nick

   Proceedings of the ACM on Networking 2026
   NetSoft 26

   LoFi: Low-Cost Early Application Filter Based on Cached ML Decisions

   Hugon, Johann, Liu, Shinan, Schmitt, Paul, Feamster, Nick, and Bronzino, Francesco

   IEEE International Conference on Network Softwarization 2026

2025

1. NSDI 25

   CATO: End-to-End Optimization of ML-Based Traffic Analysis Pipelines

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

   Proceedings of the USENIX Symposium on Networked Systems Design and Implementation 2025
   Sigmetrics 25

   Beyond Data Points: Regionalizing Crowdsourced Latency Measurements

   Sharma, Taveesh, Schmitt, Paul, Bronzino, Francesco, Feamster, Nick, and Marwell, Nicole

   Proceedings of the ACM on Measurement and Analysis of Computing Systems 2025
   CoNEXT 25

   JITI: Dynamic Model Serving for Just-in-Time Traffic Inference

   Jiang, Xi, Liu, Shinan, Naama, Saloua, Bronzino, Francesco, Schmitt, Paul, and Feamster, Nick

   Proceedings of the ACM on Networking 2025
   LCN 25

   Model Placement for Quality Inference of Video Streaming Traffic Over a Cellular Network

   Faticanti, Francescomaria, Desgeorges, Loïc, Watrigant, Rémi, Begin, Thomas, and Bronzino, Francesco

   IEEE Conference on Local Computer Networks 2025

2024

1. Sigmetrics 24

   NetDiffusion: Network Data Augmentation Through Protocol-Constrained Traffic Generation

   Jiang, Xi, Liu, Shinan, Gember-Jacobson, Aaron, Nitin Bhagoji, Arjun, Schmitt, Paul, Bronzino, Francesco, and Feamster, Nick

   Proceedings of the ACM on Measurement and Analysis of Computing Systems 2024
2. NAIC 24

   Feasibility of State Space Models for Network Traffic Generation

   Chu, Andrew, Jiang, Xi, Liu, Shinan, Bhagoji, Arjun, Bronzino, Francesco, Schmitt, Paul, and Feamster, Nick

   Proceedings of the 2024 SIGCOMM Workshop on Networks for AI Computing 2024
3. FOCI 24

   Detecting VPN Traffic through Encapsulated TCP Behavior

   Hanlon, Michelina, Wan, Gerry, Ascheman, Anna, and Durumeric, Zakir

   Free and Open Communications on the Internet 2024

2023

1. IMWUT 23

   AMIR: Active Multimodal Interaction Recognition from Video and Network Traffic in Connected Environments

   Liu, Shinan, Mangla, Tarun, Shaowang, Ted, Zhao, Jinjin, Paparrizos, John, Krishnan, Sanjay, and Feamster, Nick

   Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies 2023
2. CoNEXT 23

   LEAF: Navigating Concept Drift in Cellular Networks

   Liu, Shinan, Bronzino, Francesco, Schmitt, Paul, Nitin Bhagoji, Arjun, Feamster, Nick, Crespo, Hector Garcia, Coyle, Timothy, and Ward, Brian

   Proceedings of the ACM on Networking 2023
3. HotNets 23

   Generative, High-Fidelity Network Traces

   Jiang, Xi, Liu, Shinan, Gember-Jacobson, Aaron, Schmitt, Paul, Bronzino, Francesco, and Feamster, Nick

   Proceedings of the 22nd ACM Workshop on Hot Topics in Networks 2023

2022

1. Sigcomm 22

   Retina: analyzing 100GbE traffic on commodity hardware

   Wan, Gerry, Gong, Fengchen, Barbette, Tom, and Durumeric, Zakir

   Proceedings of the ACM SIGCOMM Conference 2022

2021

1. Sigmetrics 22

   Traffic Refinery: Cost-Aware Data Representation for Machine Learning on Network Traffic

   Bronzino, Francesco, Schmitt, Paul, Ayoubi, Sara, Kim, Hyojoon, Teixeira, Renata, and Feamster, Nick

   Procedings of the the ACM on Measurement and Analysis of Computing Systems 2021
2. IMC 21

   Measuring the performance and network utilization of popular video conferencing applications

   MacMillan, Kyle, Mangla, Tarun, Saxon, James, and Feamster, Nick

   In Proceedings of the 21st ACM Internet Measurement Conference 2021