Shivaram Venkataraman
Shivaram Venkataraman has 2 papers in our library, in 2019, most of them on GPU & parallel computing, Bias, fairness & safety; often with Amar Phanishayee, Aditya Akella, Fan Yang.
OpenAlex · ORCID · Wikidata · h-index 31 · 154 works · 7,271 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 261 times in our library · 18 more in our library without a page yet · ⭐ Paper Stars ranking: #5832
Affiliations
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Computer Science · 2 worksComputer Networks and Communications · 2 worksHardware and Architecture · 2 worksInformation Systems · 2 works
🧭 Topics 2Research subjects and languages the work is about.GPU & parallel computing · 2 worksBias, fairness & safety · 1 work
Works by year
2010s
Papers
- Analysis of Large-Scale Multi-Tenant GPU Clusters for DNN Training Workloads (2019 · 179 citations)
The paper examines how deep learning training behaves on a shared, production GPU cluster at Microsoft. Such clusters differ from classic big-data clusters in two ways: a GPU cannot easily be split among users, and multi-GPU jobs must have all their GPUs allocated at once (gang scheduling). The authors describe… - Themis: Fair and Efficient GPU Cluster Scheduling (2019 · 87 citations)
Organizations increasingly pool GPUs into shared clusters for ML training, but fair-sharing schedulers built for big-data analytics, such as DRF, handle these workloads poorly.
All works
- Apache Spark ↗Communications of the ACM · no summary yetMatei Zaharia et al.2016 · 2,436 citations
- Occupy the cloud ↗Symposium on Cloud Computing · no summary yetEric Jonas et al.2017 · 412 citations
- Ernest: efficient performance prediction for large-scale advanced analytics ↗Networked Systems Design and Implementation · no summary yetShivaram Venkataraman et al.2016 · 338 citations
- Probabilistically bounded staleness for practical partial quorums ↗Proceedings of the VLDB Endowment · no summary yetPeter D. Bailis et al.2012 · 185 citations
- Analysis of Large-Scale Multi-Tenant GPU Clusters for DNN Training WorkloadsarXiv:1901.05758Myeongjae Jeon, Shivaram Venkataraman, Amar Phanishayee, et al.2019 · 179 citations
- Drizzle ↗Symposium on Operating Systems Principles · no summary yetShivaram Venkataraman et al.2017 · 145 citations
- Shuffling, Fast and Slow: Scalable Analytics on Serverless Infrastructure ↗Networked Systems Design and Implementation · no summary yetQifan Pu, Shivaram Venkataraman, Ion Gabriel Stoica2019 · 117 citations
- Cake ↗ACM Symposium on Cloud Computing (SoCC) · no summary yetAndrew Wang et al.2012 · 101 citations
- The power of choice in data-aware cluster scheduling ↗Operating Systems Design and Implementation · no summary yetShivaram Venkataraman et al.2014 · 91 citations
- Themis: Fair and Efficient GPU Cluster SchedulingarXiv:1907.01484Kshiteej Mahajan, Arjun Balasubramanian, Arjun Singhvi, et al.2019 · 87 citations
- The case for tiny tasks in compute clusters ↗no summary yetKay Ousterhout et al.2013 · 76 citations
- numpywren: serverless linear algebra ↗arXiv (Cornell University) · no summary yetVaishaal Shankar et al.2018 · 69 citations
- Blink: Fast and Generic Collectives for Distributed ML ↗arXiv:1910.04940 · no summary yetGuanhua Wang et al.2019 · 58 citations
- Occupy the Cloud: Distributed Computing for the 99% ↗arXiv (Cornell University) · no summary yetEric Jonas et al.2017 · 55 citations
- Quantifying eventual consistency with PBS ↗The VLDB Journal · no summary yetPeter D. Bailis et al.2013 · 46 citations
- Bridging the GAP ↗no summary yetAnand Padmanabha Iyer et al.2018 · 17 citations
- Cake: Enabling High-level SLOs on Shared Storage Systems ↗no summary yetAndrew Wang et al.2012 · 11 citations
- PBS at work ↗Proceedings - ACM-SIGMOD International Conference on Management of Data · no summary yetPeter D. Bailis et al.2013 · 9 citations
- Sweet storage SLOs with Frosting ↗no summary yetAndrew Wang et al.2012 · 9 citations
- Record Placement Based on Data Skew Using Solid State Drives ↗Lecture notes in computer science · no summary yetJun Suzuki et al.2014 · 3 citations
Co-authors here
Venues
- Networked Systems Design and Implementation ×2
- ACM Symposium on Cloud Computing (SoCC)
- Communications of the ACM
- Lecture notes in computer science
- Operating Systems Design and Implementation
- Proceedings - ACM-SIGMOD International Conference on Management of Data
- Proceedings of the VLDB Endowment
- Symposium on Cloud Computing
- Symposium on Operating Systems Principles
- The VLDB Journal
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