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Biblio
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Filters: Author is Shivaram Venkataraman [Clear All Filters]
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.
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2023. Marius: Learning Massive Graph Embeddings on a Single Machine. 15th {USENIX} Symposium on Operating Systems Design and Implementation ({OSDI} 21). :533--549.
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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.
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2021. Themis: Fair and Efficient GPU Cluster Scheduling . 17th USENIX Symposium on Networked Systems Design and Implementation (NSDI 20). :289--304.
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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).
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2020. Accelerating Deep Learning Inference via Freezing. 11th USENIX Workshop on Hot Topics in Cloud Computing (HotCloud 19).
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2019. Analysis of Large-Scale Multi-Tenant GPU Clusters for DNN Training Workloads. 2019 USENIX Annual Technical Conference (USENIX ATC 19). :947--960.
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2019. The Case for Unifying Data Loading in Machine Learning Clusters. 11th USENIX Workshop on Hot Topics in Cloud Computing (HotCloud 19).
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2019. Shuffling, Fast and Slow: Scalable Analytics on Serverless Infrastructure. 16th USENIX Symposium on Networked Systems Design and Implementation (NSDI 19). :193--206.
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2019. ASAP: Fast, Approximate Graph Pattern Mining at Scale. 13th USENIX Symposium on Operating Systems Design and Implementation (OSDI 18). :745--761.
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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.
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2018. Towards Fast and Scalable Graph Pattern Mining. 10th USENIX Workshop on Hot Topics in Cloud Computing (HotCloud 18).
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2018. CherryPick: Adaptively Unearthing the Best Cloud Configurations for Big Data Analytics. 14th USENIX Symposium on Networked Systems Design and Implementation (NSDI 17). :469--482.
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2017. Ernest: Efficient Performance Prediction for Large-Scale Advanced Analytics. 13th USENIX Symposium on Networked Systems Design and Implementation (NSDI 16). :363--378.
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2016. The Power of Choice in Data-Aware Cluster Scheduling. 11th USENIX Symposium on Operating Systems Design and Implementation (OSDI 14). :301--316.
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2014. The Case for Tiny Tasks in Compute Clusters. 14th Workshop on Hot Topics in Operating Systems (HotOS XIV).
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2013. Sweet Storage SLOs with Frosting. 4th USENIX Workshop on Hot Topics in Cloud Computing (HotCloud 12).
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2012. Using R for Iterative and Incremental Processing. 4th USENIX Workshop on Hot Topics in Cloud Computing (HotCloud 12).
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2012. Consistent and Durable Data Structures for Non-Volatile Byte-Addressable Memory. 9th USENIX Conference on File and Storage Technologies (FAST 11).
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2011.