Biblio

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Filters: Author is Shivaram Venkataraman  [Clear All Filters]
2023
Zheng P, Pan R, Khan T, Venkataraman S, Akella A.  2023.  Shockwave: Fair and Efficient Cluster Scheduling for Dynamic Adaptation in Machine Learning. 20th USENIX Symposium on Networked Systems Design and Implementation (NSDI 23). :703--723.
2021
Mohoney J, Waleffe R, Xu H, Rekatsinas T, Venkataraman S.  2021.  Marius: Learning Massive Graph Embeddings on a Single Machine. 15th {USENIX} Symposium on Operating Systems Design and Implementation ({OSDI} 21). :533--549.
Xu L, Venkataraman S, Gupta I, Mai L, Potharaju R.  2021.  Move Fast and Meet Deadlines: Fine-grained Real-time Stream Processing with Cameo. 18th USENIX Symposium on Networked Systems Design and Implementation (NSDI 21). :389--405.
2020
Mahajan K, Balasubramanian A, Singhvi A, Venkataraman S, Akella A, Phanishayee A, Chawla S.  2020.  Themis: Fair and Efficient GPU Cluster Scheduling . 17th USENIX Symposium on Networked Systems Design and Implementation (NSDI 20). :289--304.
Kanellis K, Alagappan R, Venkataraman S.  2020.  Too Many Knobs to Tune? Towards Faster Database Tuning by Pre-selecting Important Knobs 12th USENIX Workshop on Hot Topics in Storage and File Systems (HotStorage 20).
2019
Kumar A, Balasubramanian A, Venkataraman S, Akella A.  2019.  Accelerating Deep Learning Inference via Freezing. 11th USENIX Workshop on Hot Topics in Cloud Computing (HotCloud 19).
Jeon M, Venkataraman S, Phanishayee A, Qian J, Xiao W, Yang F.  2019.  Analysis of Large-Scale Multi-Tenant GPU Clusters for DNN Training Workloads. 2019 USENIX Annual Technical Conference (USENIX ATC 19). :947--960.
Kakaraparthy A, Venkatesh A, Phanishayee A, Venkataraman S.  2019.  The Case for Unifying Data Loading in Machine Learning Clusters. 11th USENIX Workshop on Hot Topics in Cloud Computing (HotCloud 19).
Pu Q, Venkataraman S, Stoica I.  2019.  Shuffling, Fast and Slow: Scalable Analytics on Serverless Infrastructure. 16th USENIX Symposium on Networked Systems Design and Implementation (NSDI 19). :193--206.
2018
Iyer APadmanabha, Liu Z, Jin X, Venkataraman S, Braverman V, Stoica I.  2018.  ASAP: Fast, Approximate Graph Pattern Mining at Scale. 13th USENIX Symposium on Operating Systems Design and Implementation (OSDI 18). :745--761.
Hsieh K, Ananthanarayanan G, Bodik P, Venkataraman S, Bahl P, Philipose M, Gibbons PB, Mutlu O.  2018.  Focus: Querying Large Video Datasets with Low Latency and Low Cost. 13th USENIX Symposium on Operating Systems Design and Implementation (OSDI 18). :269--286.
Iyer APadmanabha, Liu Z, Jin X, Venkataraman S, Braverman V, Stoica I.  2018.  Towards Fast and Scalable Graph Pattern Mining. 10th USENIX Workshop on Hot Topics in Cloud Computing (HotCloud 18).
2017
Alipourfard O, Liu HHarry, Chen J, Venkataraman S, Yu M, Zhang M.  2017.  CherryPick: Adaptively Unearthing the Best Cloud Configurations for Big Data Analytics. 14th USENIX Symposium on Networked Systems Design and Implementation (NSDI 17). :469--482.
2016
Venkataraman S, Yang Z, Franklin M, Recht B, Stoica I.  2016.  Ernest: Efficient Performance Prediction for Large-Scale Advanced Analytics. 13th USENIX Symposium on Networked Systems Design and Implementation (NSDI 16). :363--378.
2014
Venkataraman S, Panda A, Ananthanarayanan G, Franklin MJ, Stoica I.  2014.  The Power of Choice in Data-Aware Cluster Scheduling. 11th USENIX Symposium on Operating Systems Design and Implementation (OSDI 14). :301--316.
2013
Ousterhout K, Panda A, Rosen J, Venkataraman S, Xin R, Ratnasamy S, Shenker S, Stoica I.  2013.  The Case for Tiny Tasks in Compute Clusters. 14th Workshop on Hot Topics in Operating Systems (HotOS XIV).
2012
Wang A, Venkataraman S, Alspaugh S, Stoica I, Katz R.  2012.  Sweet Storage SLOs with Frosting. 4th USENIX Workshop on Hot Topics in Cloud Computing (HotCloud 12).
Venkataraman S, Roy I, AuYoung A, Schreiber RS.  2012.  Using R for Iterative and Incremental Processing. 4th USENIX Workshop on Hot Topics in Cloud Computing (HotCloud 12).