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- research-articleAugust 2024
A Decentralized SDN Architecture for the WAN
- Alexander Krentsel,
- Nitika Saran,
- Bikash Koley,
- Subhasree Mandal,
- Ashok Narayanan,
- Sylvia Ratnasamy,
- Ali Al-Shabibi,
- Anees Shaikh,
- Rob Shakir,
- Ankit Singla,
- Hakim Weatherspoon
ACM SIGCOMM '24: Proceedings of the ACM SIGCOMM 2024 ConferencePages 938–953https://doi.org/10.1145/3651890.3672257Motivated by our experiences operating a global WAN, we argue that SDN's reliance on infrastructure external to the data plane has substantially complicated the challenge of maintaining high availability. We propose a new decentralized SDN (dSDN) ...
- research-articleSeptember 2023
A systematic evaluation of machine learning on serverless infrastructure
- Jiawei Jiang,
- Shaoduo Gan,
- Bo Du,
- Gustavo Alonso,
- Ana Klimovic,
- Ankit Singla,
- Wentao Wu,
- Sheng Wang,
- Ce Zhang
The VLDB Journal — The International Journal on Very Large Data Bases (VLDB), Volume 33, Issue 2Pages 425–449https://doi.org/10.1007/s00778-023-00813-0AbstractRecently, the serverless paradigm of computing has inspired research on its applicability to data-intensive tasks such as ETL, database query processing, and machine learning (ML) model training. Recent efforts have proposed multiple systems for ...
- research-articleOctober 2022
Mass surveillance of VoIP calls in the data plane
SOSR '22: Proceedings of the Symposium on SDN ResearchPages 33–49https://doi.org/10.1145/3563647.3563649Over the last decade, programmable data planes have enabled highly customizable and efficient packet processing in commercial off-the-shelf hardware. Although researchers have demonstrated various use cases of this technology, its potential misuse has ...
- research-articleNovember 2021
Performance-Driven Internet Path Selection
SOSR '21: Proceedings of the ACM SIGCOMM Symposium on SDN Research (SOSR)Pages 41–53https://doi.org/10.1145/3482898.3483366Internet routing can often be sub-optimal, with the chosen routes providing worse performance than other available policy-compliant routes. This stems from the lack of visibility into route performance at the network layer. While this is an old problem, ...
- research-articleJune 2021
Towards Demystifying Serverless Machine Learning Training
- Jiawei Jiang,
- Shaoduo Gan,
- Yue Liu,
- Fanlin Wang,
- Gustavo Alonso,
- Ana Klimovic,
- Ankit Singla,
- Wentao Wu,
- Ce Zhang
SIGMOD '21: Proceedings of the 2021 International Conference on Management of DataPages 857–871https://doi.org/10.1145/3448016.3459240The appeal of serverless (FaaS) has triggered a growing interest on how to use it in data-intensive applications such as ETL, query processing, or machine learning (ML). Several systems exist for training large-scale ML models on top of serverless ...
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- editorialMay 2021
SatNetLab: a call to arms for the next global internet testbed
ACM SIGCOMM Computer Communication Review (SIGCOMM-CCR), Volume 51, Issue 2Pages 28–30https://doi.org/10.1145/3464994.3465000The space industry is moving rapidly towards offering low-latency and high-bandwidth global Internet coverage using low Earth orbit satellites. Such networks represent "one giant leap" in Internet infrastructure, both in their goals and the underlying ...
- research-articleApril 2021
High-Performance Routing With Multipathing and Path Diversity in Ethernet and HPC Networks
- Maciej Besta,
- Jens Domke,
- Marcel Schneider,
- Marek Konieczny,
- Salvatore Di Girolamo,
- Timo Schneider,
- Ankit Singla,
- Torsten Hoefler
IEEE Transactions on Parallel and Distributed Systems (TPDS), Volume 32, Issue 4Pages 943–959https://doi.org/10.1109/TPDS.2020.3035761The recent line of research into topology design focuses on lowering network diameter. Many low-diameter topologies such as Slim Fly or Jellyfish that substantially reduce cost, power consumption, and latency have been proposed. A key challenge in ...
- research-articleFebruary 2021
Accelerating Mobile Applications With Parallel High-bandwidth and Low-latency Channels
- William Sentosa,
- Balakrishnan Chandrasekaran,
- P. Brighten Godfrey,
- Haitham Hassanieh,
- Bruce Maggs,
- Ankit Singla
HotMobile '21: Proceedings of the 22nd International Workshop on Mobile Computing Systems and ApplicationsPages 1–7https://doi.org/10.1145/3446382.3448357Interactive mobile applications like web browsing and gaming are known to benefit significantly from low latency networking, as applications communicate with cloud servers and other users' devices. Emerging mobile channel standards have not met these ...
- research-articleNovember 2020
FatPaths: routing in supercomputers and data centers when shortest paths fall short
- Maciej Besta,
- Marcel Schneider,
- Marek Konieczny,
- Karolina Cynk,
- Erik Henriksson,
- Salvatore Di Girolamo,
- Ankit Singla,
- Torsten Hoefler
SC '20: Proceedings of the International Conference for High Performance Computing, Networking, Storage and AnalysisArticle No.: 27, Pages 1–18We introduce FatPaths: a simple, generic, and robust routing architecture that enables state-of-the-art low-diameter topologies such as Slim Fly to achieve unprecedented performance. FatPaths targets Ethernet stacks in both HPC supercomputers as well as ...
- research-articleNovember 2020
"Internet from Space" without Inter-satellite Links
HotNets '20: Proceedings of the 19th ACM Workshop on Hot Topics in NetworksPages 205–211https://doi.org/10.1145/3422604.3425938Buoyed by advances in space technology, several firms are planning satellite constellations to offer broadband Internet service. While these developments are happening quickly, there are also many uncertainties about the design of these networks. A key ...
- research-articleNovember 2020
In-orbit Computing: An Outlandish thought Experiment?
HotNets '20: Proceedings of the 19th ACM Workshop on Hot Topics in NetworksPages 197–204https://doi.org/10.1145/3422604.3425937Space industry upstarts are deploying thousands of satellites to offer global Internet service. These plans promise large improvements in coverage and latency, and could fundamentally transform the Internet. But what if this transformation extends ...
- research-articleOctober 2020
Exploring the "Internet from space" with Hypatia
IMC '20: Proceedings of the ACM Internet Measurement ConferencePages 214–229https://doi.org/10.1145/3419394.3423635SpaceX, Amazon, and others plan to put thousands of satellites in low Earth orbit to provide global low-latency broadband Internet. SpaceX's plans have matured quickly, such that their underdeployment satellite constellation is already the largest in ...
- research-articleOctober 2020
A Bird's Eye View of the World's Fastest Networks
IMC '20: Proceedings of the ACM Internet Measurement ConferencePages 521–527https://doi.org/10.1145/3419394.3423620Low latency is of interest for a variety of applications. The most stringent latency requirements arise in financial trading, where sub-microsecond differences matter. As a result, firms in the financial technology sector are pushing networking ...
- research-articleOctober 2020
Specializing the network for scatter-gather workloads
SoCC '20: Proceedings of the 11th ACM Symposium on Cloud ComputingPages 267–280https://doi.org/10.1145/3419111.3421301Data processing and distributed querying workloads often involve a "scatter-gather" or "partition-aggregate" architectural pattern, whereby one application queries hundreds or even thousands of workers. Network communication is often a bottleneck in ...
- research-articleOctober 2020
Photons: lambdas on a diet
SoCC '20: Proceedings of the 11th ACM Symposium on Cloud ComputingPages 45–59https://doi.org/10.1145/3419111.3421297Serverless computing allows users to create short, stateless functions and invoke hundreds of them concurrently to tackle massively parallel workloads. We observe that even though most of the footprint of a serverless function is fixed across its ...
- research-articleJuly 2020
Beyond the mega-data center: networking multi-data center regions
- Vojislav Dukic,
- Ginni Khanna,
- Christos Gkantsidis,
- Thomas Karagiannis,
- Francesca Parmigiani,
- Ankit Singla,
- Mark Filer,
- Jeffrey L. Cox,
- Anna Ptasznik,
- Nick Harland,
- Winston Saunders,
- Christian Belady
SIGCOMM '20: Proceedings of the Annual conference of the ACM Special Interest Group on Data Communication on the applications, technologies, architectures, and protocols for computer communicationPages 765–781https://doi.org/10.1145/3387514.3406220The difficulty of building large data centers in dense metro areas is pushing big cloud providers towards a different approach to scaling: multiple smaller data centers within tens of kilometers of each other, comprising a "region". We show that ...
- research-articleJuly 2020
Reconstructing proprietary video streaming algorithms
USENIX ATC'20: Proceedings of the 2020 USENIX Conference on Usenix Annual Technical ConferenceArticle No.: 36, Pages 529–542Even though algorithms for adaptively setting video quality in online streaming are a hot topic in networking academia, little is known about how popular online streaming platforms do such adaptation. This creates obvious hurdles for research on streaming ...
- research-articleMarch 2020
Internet backbones in space
ACM SIGCOMM Computer Communication Review (SIGCOMM-CCR), Volume 50, Issue 1Pages 25–37https://doi.org/10.1145/3390251.3390256Several "NewSpace" companies have launched the first of thousands of planned satellites for providing global broadband Internet service. The resulting low-Earth-orbit (LEO) constellations will not only bridge the digital divide by providing service to ...
- research-articleDecember 2019
Network topology design at 27,000 km/hour
CoNEXT '19: Proceedings of the 15th International Conference on Emerging Networking Experiments And TechnologiesPages 341–354https://doi.org/10.1145/3359989.3365407Upstart space companies are actively developing massive constellations of low-flying satellites to provide global Internet service. We examine the problem of designing the inter-satellite network for low latency and high capacity. We posit that the high ...
- research-articleNovember 2019
(Self) Driving Under the Influence: Intoxicating Adversarial Network Inputs
- Roland Meier,
- Thomas Holterbach,
- Stephan Keck,
- Matthias Stähli,
- Vincent Lenders,
- Ankit Singla,
- Laurent Vanbever
HotNets '19: Proceedings of the 18th ACM Workshop on Hot Topics in NetworksPages 34–42https://doi.org/10.1145/3365609.3365850Traditional network control planes can be slow and require manual tinkering from operators to change their behavior. There is thus great interest in a faster, data-driven approach that uses signals from real-time traffic instead. However, the promise of ...