Ayush Mishra, ETH Zurich; Archit Bhatnagar, University of Michigan; Yixuan Zhang, Tsinghua University; Ben Leong, National University of Singapore; Ya Gao, Wuxi Institute of Technology; Raj Joshi, Harvard University
The Internet hosts a diverse mix of congestion control algorithms (CCAs) optimized for specific throughput-delay tradeoffs. However, traditional queuing disciplines and AQMs struggle to manage this heterogeneity and often lead to unfairness and suboptimal performance. In this paper, we explore isolation techniques that can allow competing CCAs to make their desired throughput-delay trade-offs independent of who they compete with. More specifically, we motivate Approximate Performance Isolation between competing flows by grouping flows with similar desired throughput-delay trade-offs in the same queue. We also present Santa, a new practical and scalable multi-queue AQM built on the principles of approximate performance isolation. Santa infers each flow’s throughput-delay preferences by comparing their buffer occupancy, and shuffles aggressive ("naughty") and passive ("nice") flows into appropriate queues over time. We prototype Santa on a programmable switch to demonstrate that it is practical, scalable, and can approximate the isolation benefits of Fair Queuing (FQ) with a handful of of queues.
NSDI '26 Open Access Sponsored by
King Abdullah University of Science and Technology (KAUST)
Open Access Media
USENIX is committed to Open Access to the research presented at our events. Papers and proceedings are freely available to everyone once the event begins. Any video, audio, and/or slides that are posted after the event are also free and open to everyone. Support USENIX and our commitment to Open Access.
author = {Ayush Mishra and Archit Bhatnagar and Yixuan Zhang and Ben Leong and Ya Gao and Raj Joshi},
title = {Managing Congestion Control Heterogeneity on the Internet with Approximate Performance Isolation},
booktitle = {23rd USENIX Symposium on Networked Systems Design and Implementation (NSDI 26)},
year = {2026},
isbn = {978-1-939133-54-0},
address = {Renton, WA},
pages = {1469--1484},
url = {https://www.usenix.org/conference/nsdi26/presentation/mishra},
publisher = {USENIX Association},
month = may
}

