@inproceedings {285155,
	author = {Pengfei Zheng and Rui Pan and Tarannum Khan and Shivaram Venkataraman and Aditya Akella},
	title = {Shockwave: Fair and Efficient Cluster Scheduling for Dynamic Adaptation in Machine Learning},
	booktitle = {20th USENIX Symposium on Networked Systems Design and Implementation (NSDI 23)},
	year = {2023},
	isbn = {978-1-939133-33-5},
	address = {Boston, MA},
	pages = {703--723},
	url = {https://www.usenix.org/conference/nsdi23/presentation/zheng},
	publisher = {USENIX Association},
	month = apr
}
@inproceedings {273733,
	author = {Jason Mohoney and Roger Waleffe and Henry Xu and Theodoros Rekatsinas and Shivaram Venkataraman},
	title = {Marius: Learning Massive Graph Embeddings on a Single Machine},
	booktitle = {15th {USENIX} Symposium on Operating Systems Design and Implementation ({OSDI} 21)},
	year = {2021},
	isbn = {978-1-939133-22-9},
	pages = {533--549},
	url = {https://www.usenix.org/conference/osdi21/presentation/mohoney},
	publisher = {{USENIX} Association},
	month = jul
}
@inproceedings {262038,
	author = {Le Xu and Shivaram Venkataraman and Indranil Gupta and Luo Mai and Rahul Potharaju},
	title = {Move Fast and Meet Deadlines: Fine-grained Real-time Stream Processing with Cameo},
	booktitle = {18th USENIX Symposium on Networked Systems Design and Implementation (NSDI 21)},
	year = {2021},
	isbn = {978-1-939133-21-2},
	pages = {389--405},
	url = {https://www.usenix.org/conference/nsdi21/presentation/xu},
	publisher = {USENIX Association},
	month = apr
}
@inproceedings {246328,
	author = {Kshiteej Mahajan and Arjun Balasubramanian and Arjun Singhvi and Shivaram Venkataraman and Aditya Akella and Amar Phanishayee and Shuchi Chawla},
	title = {Themis: Fair and Efficient {GPU} Cluster Scheduling },
	booktitle = {17th USENIX Symposium on Networked Systems Design and Implementation (NSDI 20)},
	year = {2020},
	isbn = {978-1-939133-13-7},
	address = {Santa Clara, CA},
	pages = {289--304},
	url = {https://www.usenix.org/conference/nsdi20/presentation/mahajan},
	publisher = {USENIX Association},
	month = feb
}
@inproceedings {254280,
	author = {Konstantinos Kanellis and Ramnatthan Alagappan and Shivaram Venkataraman},
	title = {Too Many Knobs to Tune? Towards Faster Database Tuning by Pre-selecting Important Knobs},
	booktitle = {12th USENIX Workshop on Hot Topics in Storage and File Systems (HotStorage 20)},
	year = {2020},
	url = {https://www.usenix.org/conference/hotstorage20/presentation/kanellis},
	publisher = {USENIX Association},
	month = jul
}
@inproceedings {234831,
	author = {Adarsh Kumar and Arjun Balasubramanian and Shivaram Venkataraman and Aditya Akella},
	title = {Accelerating Deep Learning Inference via Freezing},
	booktitle = {11th USENIX Workshop on Hot Topics in Cloud Computing (HotCloud 19)},
	year = {2019},
	address = {Renton, WA},
	url = {https://www.usenix.org/conference/hotcloud19/presentation/kumar},
	publisher = {USENIX Association},
	month = jul
}
@inproceedings {234916,
	author = {Myeongjae Jeon and Shivaram Venkataraman and Amar Phanishayee and Junjie Qian and Wencong Xiao and Fan Yang},
	title = {Analysis of {Large-Scale} {Multi-Tenant} {GPU} Clusters for {DNN} Training Workloads},
	booktitle = {2019 USENIX Annual Technical Conference (USENIX ATC 19)},
	year = {2019},
	isbn = {978-1-939133-03-8},
	address = {Renton, WA},
	pages = {947--960},
	url = {https://www.usenix.org/conference/atc19/presentation/jeon},
	publisher = {USENIX Association},
	month = jul
}
@inproceedings {234827,
	author = {Aarati Kakaraparthy and Abhay Venkatesh and Amar Phanishayee and Shivaram Venkataraman},
	title = {The Case for Unifying Data Loading in Machine Learning Clusters},
	booktitle = {11th USENIX Workshop on Hot Topics in Cloud Computing (HotCloud 19)},
	year = {2019},
	address = {Renton, WA},
	url = {https://www.usenix.org/conference/hotcloud19/presentation/kakaraparthy},
	publisher = {USENIX Association},
	month = jul
}
@inproceedings {227653,
	author = {Qifan Pu and Shivaram Venkataraman and Ion Stoica},
	title = {Shuffling, Fast and Slow: Scalable Analytics on Serverless Infrastructure},
	booktitle = {16th USENIX Symposium on Networked Systems Design and Implementation (NSDI 19)},
	year = {2019},
	isbn = {978-1-931971-49-2},
	address = {Boston, MA},
	pages = {193--206},
	url = {https://www.usenix.org/conference/nsdi19/presentation/pu},
	publisher = {USENIX Association},
	month = feb
}
@inproceedings {222637,
	author = {Anand Padmanabha Iyer and Zaoxing Liu and Xin Jin and Shivaram Venkataraman and Vladimir Braverman and Ion Stoica},
	title = {{ASAP}: Fast, Approximate Graph Pattern Mining at Scale},
	booktitle = {13th USENIX Symposium on Operating Systems Design and Implementation (OSDI 18)},
	year = {2018},
	isbn = {978-1-939133-08-3},
	address = {Carlsbad, CA},
	pages = {745--761},
	url = {https://www.usenix.org/conference/osdi18/presentation/iyer},
	publisher = {USENIX Association},
	month = oct
}
@inproceedings {222587,
	author = {Kevin Hsieh and Ganesh Ananthanarayanan and Peter Bodik and Shivaram Venkataraman and Paramvir Bahl and Matthai Philipose and Phillip B. Gibbons and Onur Mutlu},
	title = {Focus: Querying Large Video Datasets with Low Latency and Low Cost},
	booktitle = {13th USENIX Symposium on Operating Systems Design and Implementation (OSDI 18)},
	year = {2018},
	isbn = {978-1-939133-08-3},
	address = {Carlsbad, CA},
	pages = {269--286},
	url = {https://www.usenix.org/conference/osdi18/presentation/hsieh},
	publisher = {USENIX Association},
	month = oct
}
@inproceedings {216857,
	author = {Anand Padmanabha Iyer and Zaoxing Liu and Xin Jin and Shivaram Venkataraman and Vladimir Braverman and Ion Stoica},
	title = {Towards Fast and Scalable Graph Pattern Mining},
	booktitle = {10th USENIX Workshop on Hot Topics in Cloud Computing (HotCloud 18)},
	year = {2018},
	address = {Boston, MA},
	url = {https://www.usenix.org/conference/hotcloud18/presentation/iyer-pattern},
	publisher = {USENIX Association},
	month = jul
}
@inproceedings {201567,
	author = {Omid Alipourfard and Hongqiang Harry Liu and Jianshu Chen and Shivaram Venkataraman and Minlan Yu and Ming Zhang},
	title = {{CherryPick}: Adaptively Unearthing the Best Cloud Configurations for Big Data Analytics},
	booktitle = {14th USENIX Symposium on Networked Systems Design and Implementation (NSDI 17)},
	year = {2017},
	isbn = {978-1-931971-37-9},
	address = {Boston, MA},
	pages = {469--482},
	url = {https://www.usenix.org/conference/nsdi17/technical-sessions/presentation/alipourfard},
	publisher = {USENIX Association},
	month = mar
}
@inproceedings {194946,
	author = {Shivaram Venkataraman and Zongheng Yang and Michael Franklin and Benjamin Recht and Ion Stoica},
	title = {Ernest: Efficient Performance Prediction for {Large-Scale} Advanced Analytics},
	booktitle = {13th USENIX Symposium on Networked Systems Design and Implementation (NSDI 16)},
	year = {2016},
	isbn = {978-1-931971-29-4},
	address = {Santa Clara, CA},
	pages = {363--378},
	url = {https://www.usenix.org/conference/nsdi16/technical-sessions/presentation/venkataraman},
	publisher = {USENIX Association},
	month = mar
}
@inproceedings {186177,
	author = {Shivaram Venkataraman and Aurojit Panda and Ganesh Ananthanarayanan and Michael J.  Franklin and Ion Stoica},
	title = {The Power of Choice in {Data-Aware} Cluster Scheduling},
	booktitle = {11th USENIX Symposium on Operating Systems Design and Implementation (OSDI 14)},
	year = {2014},
	isbn = { 978-1-931971-16-4},
	address = {Broomfield, CO},
	pages = {301--316},
	url = {https://www.usenix.org/conference/osdi14/technical-sessions/presentation/venkataraman},
	publisher = {USENIX Association},
	month = oct
}
@inproceedings {181952,
	author = {Kay Ousterhout and Aurojit Panda and Joshua Rosen and Shivaram Venkataraman and Reynold Xin and Sylvia Ratnasamy and Scott Shenker and Ion Stoica},
	title = {The Case for Tiny Tasks in Compute Clusters},
	booktitle = {14th Workshop on Hot Topics in Operating Systems (HotOS XIV)},
	year = {2013},
	address = {Santa Ana Pueblo, NM},
	url = {https://www.usenix.org/conference/hotos13/session/ousterhout},
	publisher = {USENIX Association},
	month = may
}
@inproceedings {181191,
	author = {Andrew Wang and Shivaram Venkataraman and Sara Alspaugh and Ion Stoica and Randy Katz},
	title = {Sweet Storage {SLOs} with Frosting},
	booktitle = {4th USENIX Workshop on Hot Topics in Cloud Computing (HotCloud 12)},
	year = {2012},
	address = {Boston, MA},
	url = {https://www.usenix.org/conference/hotcloud12/workshop-program/presentation/wang},
	publisher = {USENIX Association},
	month = jun
}
@inproceedings {181188,
	author = {Shivaram Venkataraman and Indrajit Roy and Alvin AuYoung and Robert S. Schreiber},
	title = {Using R for Iterative and Incremental Processing},
	booktitle = {4th USENIX Workshop on Hot Topics in Cloud Computing (HotCloud 12)},
	year = {2012},
	address = {Boston, MA},
	url = {https://www.usenix.org/conference/hotcloud12/workshop-program/presentation/venkataraman},
	publisher = {USENIX Association},
	month = jun
}
@inproceedings {267052,
	author = {Shivaram Venkataraman and Niraj Tolia and Parthasarathy Ranganathan and Roy H. Campbell},
	title = {Consistent and Durable Data Structures for {Non-Volatile} {Byte-Addressable} Memory},
	booktitle = {9th USENIX Conference on File and Storage Technologies (FAST 11)},
	year = {2011},
	address = {San Jose, CA},
	url = {https://www.usenix.org/conference/fast11/consistent-and-durable-data-structures-non-volatile-byte-addressable-memory},
	publisher = {USENIX Association},
	month = feb
}
