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ORCIDBibTeX records: Alexey Tumanov
@article{DBLP:journals/corr/abs-2403-02310,
author = {Amey Agrawal and
Nitin Kedia and
Ashish Panwar and
Jayashree Mohan and
Nipun Kwatra and
Bhargav S. Gulavani and
Alexey Tumanov and
Ramachandran Ramjee},
title = {Taming Throughput-Latency Tradeoff in {LLM} Inference with Sarathi-Serve},
journal = {CoRR},
volume = {abs/2403.02310},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.02310},
doi = {10.48550/ARXIV.2403.02310},
eprinttype = {arXiv},
eprint = {2403.02310},
timestamp = {Tue, 02 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-02310.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/micro/BehnamTKCPGBKT23,
author = {Payman Behnam and
Jianming Tong and
Alind Khare and
Yangyu Chen and
Yue Pan and
Pranav Gadikar and
Abhimanyu Bambhaniya and
Tushar Krishna and
Alexey Tumanov},
title = {Hardware-Software Co-Design for Real-Time Latency-Accuracy Navigation
in Tiny Machine Learning Applications},
journal = {{IEEE} Micro},
volume = {43},
number = {6},
pages = {93--101},
year = {2023},
url = {https://doi.org/10.1109/MM.2023.3317243},
doi = {10.1109/MM.2023.3317243},
timestamp = {Tue, 28 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/micro/BehnamTKCPGBKT23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/ml4h/XuXRTZ23,
author = {Yanbo Xu and
Shangqing Xu and
Manav Ramprassad and
Alexey Tumanov and
Chao Zhang},
editor = {Stefan Hegselmann and
Antonio Parziale and
Divya Shanmugam and
Shengpu Tang and
Mercy Nyamewaa Asiedu and
Serina Chang and
Tom Hartvigsen and
Harvineet Singh},
title = {TransEHR: Self-Supervised Transformer for Clinical Time Series Data},
booktitle = {Machine Learning for Health, ML4H@NeurIPS 2023, 10 December 2023,
New Orleans, Louisiana, {USA}},
series = {Proceedings of Machine Learning Research},
volume = {225},
pages = {623--635},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v225/xu23a.html},
timestamp = {Tue, 20 Feb 2024 16:30:24 +0100},
biburl = {https://dblp.org/rec/conf/ml4h/XuXRTZ23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@proceedings{DBLP:conf/distributedml/2023,
editor = {Stefanos Laskaridis and
Alexey Tumanov and
Nathalie Baracaldo and
Dimitrios Vytiniotis},
title = {Proceedings of the 4th International Workshop on Distributed Machine
Learning, DistributedML 2023, Paris, France, 8 December 2023},
publisher = {{ACM}},
year = {2023},
url = {https://doi.org/10.1145/3630048},
doi = {10.1145/3630048},
timestamp = {Thu, 30 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/distributedml/2023.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2301-10879,
author = {Alind Khare and
Animesh Agrawal and
Myungjin Lee and
Alexey Tumanov},
title = {SuperFed: Weight Shared Federated Learning},
journal = {CoRR},
volume = {abs/2301.10879},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2301.10879},
doi = {10.48550/ARXIV.2301.10879},
eprinttype = {arXiv},
eprint = {2301.10879},
timestamp = {Tue, 31 Jan 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2301-10879.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-11800,
author = {Amey Agrawal and
Sameer Reddy and
Satwik Bhattamishra and
Venkata Prabhakara Sarath Nookala and
Vidushi Vashishth and
Kexin Rong and
Alexey Tumanov},
title = {DynaQuant: Compressing Deep Learning Training Checkpoints via Dynamic
Quantization},
journal = {CoRR},
volume = {abs/2306.11800},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.11800},
doi = {10.48550/ARXIV.2306.11800},
eprinttype = {arXiv},
eprint = {2306.11800},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-11800.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2306-17266,
author = {Payman Behnam and
Jianming Tong and
Alind Khare and
Yangyu Chen and
Yue Pan and
Pranav Gadikar and
Abhimanyu Rajeshkumar Bambhaniya and
Tushar Krishna and
Alexey Tumanov},
title = {Subgraph Stationary Hardware-Software Inference Co-Design},
journal = {CoRR},
volume = {abs/2306.17266},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2306.17266},
doi = {10.48550/ARXIV.2306.17266},
eprinttype = {arXiv},
eprint = {2306.17266},
timestamp = {Mon, 03 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2306-17266.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2307-01292,
author = {Debopam Sanyal and
Jui{-}Tse Hung and
Manav Agrawal and
Prahlad Jasti and
Shahab Nikkhoo and
Somesh Jha and
Tianhao Wang and
Sibin Mohan and
Alexey Tumanov},
title = {Pareto-Secure Machine Learning {(PSML):} Fingerprinting and Securing
Inference Serving Systems},
journal = {CoRR},
volume = {abs/2307.01292},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2307.01292},
doi = {10.48550/ARXIV.2307.01292},
eprinttype = {arXiv},
eprint = {2307.01292},
timestamp = {Mon, 10 Jul 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2307-01292.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2310-15938,
author = {Anshul Ahluwalia and
Rohit Das and
Payman Behnam and
Alind Khare and
Pan Li and
Alexey Tumanov},
title = {{ABKD:} Graph Neural Network Compression with Attention-Based Knowledge
Distillation},
journal = {CoRR},
volume = {abs/2310.15938},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2310.15938},
doi = {10.48550/ARXIV.2310.15938},
eprinttype = {arXiv},
eprint = {2310.15938},
timestamp = {Tue, 31 Oct 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2310-15938.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-01581,
author = {Sachit Kuhar and
Yash Jain and
Alexey Tumanov},
title = {Signed Binarization: Unlocking Efficiency Through Repetition-Sparsity
Trade-Off},
journal = {CoRR},
volume = {abs/2312.01581},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2312.01581},
doi = {10.48550/ARXIV.2312.01581},
eprinttype = {arXiv},
eprint = {2312.01581},
timestamp = {Tue, 12 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2312-01581.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2312-16733,
author = {Alind Khare and
Dhruv Garg and
Sukrit Kalra and
Snigdha Grandhi and
Ion Stoica and
Alexey Tumanov},
title = {SuperServe: Fine-Grained Inference Serving for Unpredictable Workloads},
journal = {CoRR},
volume = {abs/2312.16733},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2312.16733},
doi = {10.48550/ARXIV.2312.16733},
eprinttype = {arXiv},
eprint = {2312.16733},
timestamp = {Thu, 18 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2312-16733.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cloud/BhardwajTWLMNS22,
author = {Romil Bhardwaj and
Alexey Tumanov and
Stephanie Wang and
Richard Liaw and
Philipp Moritz and
Robert Nishihara and
Ion Stoica},
editor = {Ada Gavrilovska and
Deniz Altinb{\"{u}}ken and
Carsten Binnig},
title = {{ESCHER:} expressive scheduling with ephemeral resources},
booktitle = {Proceedings of the 13th Symposium on Cloud Computing, SoCC 2022, San
Francisco, California, November 7-11, 2022},
pages = {47--62},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3542929.3563498},
doi = {10.1145/3542929.3563498},
timestamp = {Tue, 08 Nov 2022 11:17:40 +0100},
biburl = {https://dblp.org/rec/conf/cloud/BhardwajTWLMNS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/europar/ShirakoHPTS22,
author = {Jun Shirako and
Akihiro Hayashi and
Sri Raj Paul and
Alexey Tumanov and
Vivek Sarkar},
editor = {Jos{\'{e}} Cano and
Phil Trinder},
title = {Automatic Parallelization of Python Programs for Distributed Heterogeneous
Computing},
booktitle = {Euro-Par 2022: Parallel Processing - 28th International Conference
on Parallel and Distributed Computing, Glasgow, UK, August 22-26,
2022, Proceedings},
series = {Lecture Notes in Computer Science},
volume = {13440},
pages = {350--366},
publisher = {Springer},
year = {2022},
url = {https://doi.org/10.1007/978-3-031-12597-3\_22},
doi = {10.1007/978-3-031-12597-3\_22},
timestamp = {Thu, 04 Aug 2022 14:18:09 +0200},
biburl = {https://dblp.org/rec/conf/europar/ShirakoHPTS22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iccd/LuoBTLPHZKTDG22,
author = {Yixuan Luo and
Payman Behnam and
Kiran Thorat and
Zhuo Liu and
Hongwu Peng and
Shaoyi Huang and
Shu Zhou and
Omer Khan and
Alexey Tumanov and
Caiwen Ding and
Tong Geng},
title = {CoDG-ReRAM: An Algorithm-Hardware Co-design to Accelerate Semi-Structured
GNNs on ReRAM},
booktitle = {{IEEE} 40th International Conference on Computer Design, {ICCD} 2022,
Olympic Valley, CA, USA, October 23-26, 2022},
pages = {280--289},
publisher = {{IEEE}},
year = {2022},
url = {https://doi.org/10.1109/ICCD56317.2022.00049},
doi = {10.1109/ICCD56317.2022.00049},
timestamp = {Sun, 17 Dec 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/iccd/LuoBTLPHZKTDG22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/XuKMRKZT22,
author = {Yanbo Xu and
Alind Khare and
Glenn Matlin and
Monish Ramadoss and
Rishikesan Kamaleswaran and
Chao Zhang and
Alexey Tumanov},
editor = {Sanmi Koyejo and
S. Mohamed and
A. Agarwal and
Danielle Belgrave and
K. Cho and
A. Oh},
title = {UnfoldML: Cost-Aware and Uncertainty-Based Dynamic 2D Prediction for
Multi-Stage Classification},
booktitle = {Advances in Neural Information Processing Systems 35: Annual Conference
on Neural Information Processing Systems 2022, NeurIPS 2022, New Orleans,
LA, USA, November 28 - December 9, 2022},
year = {2022},
url = {http://papers.nips.cc/paper\_files/paper/2022/hash/1d8f05e4da49a4e1e1b052a3046bceac-Abstract-Conference.html},
timestamp = {Mon, 08 Jan 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/XuKMRKZT22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2203-06233,
author = {Jun Shirako and
Akihiro Hayashi and
Sri Raj Paul and
Alexey Tumanov and
Vivek Sarkar},
title = {Automatic Parallelization of Python Programs for Distributed Heterogeneous
Computing},
journal = {CoRR},
volume = {abs/2203.06233},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2203.06233},
doi = {10.48550/ARXIV.2203.06233},
eprinttype = {arXiv},
eprint = {2203.06233},
timestamp = {Wed, 16 Mar 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2203-06233.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2210-15056,
author = {Yanbo Xu and
Alind Khare and
Glenn Matlin and
Monish Ramadoss and
Rishikesan Kamaleswaran and
Chao Zhang and
Alexey Tumanov},
title = {UnfoldML: Cost-Aware and Uncertainty-Based Dynamic 2D Prediction for
Multi-Stage Classification},
journal = {CoRR},
volume = {abs/2210.15056},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2210.15056},
doi = {10.48550/ARXIV.2210.15056},
eprinttype = {arXiv},
eprint = {2210.15056},
timestamp = {Sat, 30 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2210-15056.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eurosys/MisraLDBKGST21,
author = {Ujval Misra and
Richard Liaw and
Lisa Dunlap and
Romil Bhardwaj and
Kirthevasan Kandasamy and
Joseph E. Gonzalez and
Ion Stoica and
Alexey Tumanov},
editor = {Antonio Barbalace and
Pramod Bhatotia and
Lorenzo Alvisi and
Cristian Cadar},
title = {RubberBand: cloud-based hyperparameter tuning},
booktitle = {EuroSys '21: Sixteenth European Conference on Computer Systems, Online
Event, United Kingdom, April 26-28, 2021},
pages = {327--342},
publisher = {{ACM}},
year = {2021},
url = {https://doi.org/10.1145/3447786.3456245},
doi = {10.1145/3447786.3456245},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/eurosys/MisraLDBKGST21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/iclr/SahniVKT21,
author = {Manas Sahni and
Shreya Varshini and
Alind Khare and
Alexey Tumanov},
title = {CompOFA - Compound Once-For-All Networks for Faster Multi-Platform
Deployment},
booktitle = {9th International Conference on Learning Representations, {ICLR} 2021,
Virtual Event, Austria, May 3-7, 2021},
publisher = {OpenReview.net},
year = {2021},
url = {https://openreview.net/forum?id=IgIk8RRT-Z},
timestamp = {Wed, 23 Jun 2021 17:36:39 +0200},
biburl = {https://dblp.org/rec/conf/iclr/SahniVKT21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2104-12642,
author = {Manas Sahni and
Shreya Varshini and
Alind Khare and
Alexey Tumanov},
title = {CompOFA: Compound Once-For-All Networks for Faster Multi-Platform
Deployment},
journal = {CoRR},
volume = {abs/2104.12642},
year = {2021},
url = {https://arxiv.org/abs/2104.12642},
eprinttype = {arXiv},
eprint = {2104.12642},
timestamp = {Mon, 03 May 2021 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2104-12642.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/pvldb/SreekantiWLSGHT20,
author = {Vikram Sreekanti and
Chenggang Wu and
Xiayue Charles Lin and
Johann Schleier{-}Smith and
Joseph Gonzalez and
Joseph M. Hellerstein and
Alexey Tumanov},
title = {Cloudburst: Stateful Functions-as-a-Service},
journal = {Proc. {VLDB} Endow.},
volume = {13},
number = {11},
pages = {2438--2452},
year = {2020},
url = {http://www.vldb.org/pvldb/vol13/p2438-sreekanti.pdf},
timestamp = {Tue, 18 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/pvldb/SreekantiWLSGHT20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cloud/CrankshawSMZS0T20,
author = {Daniel Crankshaw and
Gur{-}Eyal Sela and
Xiangxi Mo and
Corey Zumar and
Ion Stoica and
Joseph Gonzalez and
Alexey Tumanov},
editor = {Rodrigo Fonseca and
Christina Delimitrou and
Beng Chin Ooi},
title = {InferLine: latency-aware provisioning and scaling for prediction serving
pipelines},
booktitle = {SoCC '20: {ACM} Symposium on Cloud Computing, Virtual Event, USA,
October 19-21, 2020},
pages = {477--491},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3419111.3421285},
doi = {10.1145/3419111.3421285},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cloud/CrankshawSMZS0T20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/kdd/HongXKPMAST20,
author = {Shenda Hong and
Yanbo Xu and
Alind Khare and
Satria Priambada and
Kevin O. Maher and
Alaa Aljiffry and
Jimeng Sun and
Alexey Tumanov},
editor = {Rajesh Gupta and
Yan Liu and
Jiliang Tang and
B. Aditya Prakash},
title = {{HOLMES:} Health OnLine Model Ensemble Serving for Deep Learning Models
in Intensive Care Units},
booktitle = {{KDD} '20: The 26th {ACM} {SIGKDD} Conference on Knowledge Discovery
and Data Mining, Virtual Event, CA, USA, August 23-27, 2020},
pages = {1614--1624},
publisher = {{ACM}},
year = {2020},
url = {https://doi.org/10.1145/3394486.3403212},
doi = {10.1145/3394486.3403212},
timestamp = {Mon, 28 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/kdd/HongXKPMAST20.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2001-02338,
author = {Richard Liaw and
Romil Bhardwaj and
Lisa Dunlap and
Yitian Zou and
Joseph Gonzalez and
Ion Stoica and
Alexey Tumanov},
title = {HyperSched: Dynamic Resource Reallocation for Model Development on
a Deadline},
journal = {CoRR},
volume = {abs/2001.02338},
year = {2020},
url = {http://arxiv.org/abs/2001.02338},
eprinttype = {arXiv},
eprint = {2001.02338},
timestamp = {Thu, 30 Apr 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2001-02338.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2001-04592,
author = {Vikram Sreekanti and
Chenggang Wu and
Xiayue Charles Lin and
Johann Schleier{-}Smith and
Jose M. Faleiro and
Joseph E. Gonzalez and
Joseph M. Hellerstein and
Alexey Tumanov},
title = {Cloudburst: Stateful Functions-as-a-Service},
journal = {CoRR},
volume = {abs/2001.04592},
year = {2020},
url = {https://arxiv.org/abs/2001.04592},
eprinttype = {arXiv},
eprint = {2001.04592},
timestamp = {Tue, 18 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2001-04592.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2008-04063,
author = {Shenda Hong and
Yanbo Xu and
Alind Khare and
Satria Priambada and
Kevin O. Maher and
Alaa Aljiffry and
Jimeng Sun and
Alexey Tumanov},
title = {{HOLMES:} Health OnLine Model Ensemble Serving for Deep Learning Models
in Intensive Care Units},
journal = {CoRR},
volume = {abs/2008.04063},
year = {2020},
url = {https://arxiv.org/abs/2008.04063},
eprinttype = {arXiv},
eprint = {2008.04063},
timestamp = {Wed, 30 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2008-04063.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cidr/HellersteinFGSS19,
author = {Joseph M. Hellerstein and
Jose M. Faleiro and
Joseph Gonzalez and
Johann Schleier{-}Smith and
Vikram Sreekanti and
Alexey Tumanov and
Chenggang Wu},
title = {Serverless Computing: One Step Forward, Two Steps Back},
booktitle = {9th Biennial Conference on Innovative Data Systems Research, {CIDR}
2019, Asilomar, CA, USA, January 13-16, 2019, Online Proceedings},
publisher = {www.cidrdb.org},
year = {2019},
url = {http://cidrdb.org/cidr2019/papers/p119-hellerstein-cidr19.pdf},
timestamp = {Mon, 18 Jul 2022 17:13:00 +0200},
biburl = {https://dblp.org/rec/conf/cidr/HellersteinFGSS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cloud/CarreiraFTZK19,
author = {Jo{\~{a}}o Carreira and
Pedro Fonseca and
Alexey Tumanov and
Andrew Zhang and
Randy H. Katz},
title = {Cirrus: a Serverless Framework for End-to-end {ML} Workflows},
booktitle = {Proceedings of the {ACM} Symposium on Cloud Computing, SoCC 2019,
Santa Cruz, CA, USA, November 20-23, 2019},
pages = {13--24},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3357223.3362711},
doi = {10.1145/3357223.3362711},
timestamp = {Mon, 31 Jan 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cloud/CarreiraFTZK19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cloud/LiawBDZGST19,
author = {Richard Liaw and
Romil Bhardwaj and
Lisa Dunlap and
Yitian Zou and
Joseph E. Gonzalez and
Ion Stoica and
Alexey Tumanov},
title = {HyperSched: Dynamic Resource Reallocation for Model Development on
a Deadline},
booktitle = {Proceedings of the {ACM} Symposium on Cloud Computing, SoCC 2019,
Santa Cruz, CA, USA, November 20-23, 2019},
pages = {61--73},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3357223.3362719},
doi = {10.1145/3357223.3362719},
timestamp = {Sun, 12 Nov 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cloud/LiawBDZGST19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/sosp/WangLNMMTS19,
author = {Stephanie Wang and
John Liagouris and
Robert Nishihara and
Philipp Moritz and
Ujval Misra and
Alexey Tumanov and
Ion Stoica},
editor = {Tim Brecht and
Carey Williamson},
title = {Lineage stash: fault tolerance off the critical path},
booktitle = {Proceedings of the 27th {ACM} Symposium on Operating Systems Principles,
{SOSP} 2019, Huntsville, ON, Canada, October 27-30, 2019},
pages = {338--352},
publisher = {{ACM}},
year = {2019},
url = {https://doi.org/10.1145/3341301.3359653},
doi = {10.1145/3341301.3359653},
timestamp = {Tue, 07 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/sosp/WangLNMMTS19.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1901-00041,
author = {Paras Jain and
Xiangxi Mo and
Ajay Jain and
Harikaran Subbaraj and
Rehan Sohail Durrani and
Alexey Tumanov and
Joseph Gonzalez and
Ion Stoica},
title = {Dynamic Space-Time Scheduling for {GPU} Inference},
journal = {CoRR},
volume = {abs/1901.00041},
year = {2019},
url = {http://arxiv.org/abs/1901.00041},
eprinttype = {arXiv},
eprint = {1901.00041},
timestamp = {Fri, 22 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1901-00041.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1901-10008,
author = {Paras Jain and
Xiangxi Mo and
Ajay Jain and
Alexey Tumanov and
Joseph E. Gonzalez and
Ion Stoica},
title = {The OoO {VLIW} {JIT} Compiler for {GPU} Inference},
journal = {CoRR},
volume = {abs/1901.10008},
year = {2019},
url = {http://arxiv.org/abs/1901.10008},
eprinttype = {arXiv},
eprint = {1901.10008},
timestamp = {Fri, 22 May 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1901-10008.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eurosys/ParkTJKG18,
author = {Jun Woo Park and
Alexey Tumanov and
Angela H. Jiang and
Michael A. Kozuch and
Gregory R. Ganger},
editor = {Rui Oliveira and
Pascal Felber and
Y. Charlie Hu},
title = {3Sigma: distribution-based cluster scheduling for runtime uncertainty},
booktitle = {Proceedings of the Thirteenth EuroSys Conference, EuroSys 2018, Porto,
Portugal, April 23-26, 2018},
pages = {2:1--2:17},
publisher = {{ACM}},
year = {2018},
url = {https://doi.org/10.1145/3190508.3190515},
doi = {10.1145/3190508.3190515},
timestamp = {Thu, 23 Jun 2022 19:57:07 +0200},
biburl = {https://dblp.org/rec/conf/eurosys/ParkTJKG18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/osdi/MoritzNWTLLEYPJ18,
author = {Philipp Moritz and
Robert Nishihara and
Stephanie Wang and
Alexey Tumanov and
Richard Liaw and
Eric Liang and
Melih Elibol and
Zongheng Yang and
William Paul and
Michael I. Jordan and
Ion Stoica},
editor = {Andrea C. Arpaci{-}Dusseau and
Geoff Voelker},
title = {Ray: {A} Distributed Framework for Emerging {AI} Applications},
booktitle = {13th {USENIX} Symposium on Operating Systems Design and Implementation,
{OSDI} 2018, Carlsbad, CA, USA, October 8-10, 2018},
pages = {561--577},
publisher = {{USENIX} Association},
year = {2018},
url = {https://www.usenix.org/conference/osdi18/presentation/nishihara},
timestamp = {Tue, 02 Feb 2021 08:06:02 +0100},
biburl = {https://dblp.org/rec/conf/osdi/MoritzNWTLLEYPJ18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/uai/WangLCTYG18,
author = {Xin Wang and
Yujia Luo and
Daniel Crankshaw and
Alexey Tumanov and
Fisher Yu and
Joseph E. Gonzalez},
editor = {Amir Globerson and
Ricardo Silva},
title = {{IDK} Cascades: Fast Deep Learning by Learning not to Overthink},
booktitle = {Proceedings of the Thirty-Fourth Conference on Uncertainty in Artificial
Intelligence, {UAI} 2018, Monterey, California, USA, August 6-10,
2018},
pages = {580--590},
publisher = {{AUAI} Press},
year = {2018},
url = {http://auai.org/uai2018/proceedings/papers/212.pdf},
timestamp = {Mon, 18 Sep 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/uai/WangLCTYG18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/usenix/HarlapCTGG18,
author = {Aaron Harlap and
Andrew Chung and
Alexey Tumanov and
Gregory R. Ganger and
Phillip B. Gibbons},
editor = {Haryadi S. Gunawi and
Benjamin C. Reed},
title = {Tributary: spot-dancing for elastic services with latency SLOs},
booktitle = {2018 {USENIX} Annual Technical Conference, {USENIX} {ATC} 2018, Boston,
MA, USA, July 11-13, 2018},
pages = {1--14},
publisher = {{USENIX} Association},
year = {2018},
url = {https://www.usenix.org/conference/atc18/presentation/harlap},
timestamp = {Sat, 25 Feb 2023 23:39:37 +0100},
biburl = {https://dblp.org/rec/conf/usenix/HarlapCTGG18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1812-01776,
author = {Daniel Crankshaw and
Gur{-}Eyal Sela and
Corey Zumar and
Xiangxi Mo and
Joseph E. Gonzalez and
Ion Stoica and
Alexey Tumanov},
title = {InferLine: {ML} Inference Pipeline Composition Framework},
journal = {CoRR},
volume = {abs/1812.01776},
year = {2018},
url = {http://arxiv.org/abs/1812.01776},
eprinttype = {arXiv},
eprint = {1812.01776},
timestamp = {Tue, 01 Jan 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-1812-01776.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1812-03651,
author = {Joseph M. Hellerstein and
Jose M. Faleiro and
Joseph E. Gonzalez and
Johann Schleier{-}Smith and
Vikram Sreekanti and
Alexey Tumanov and
Chenggang Wu},
title = {Serverless Computing: One Step Forward, Two Steps Back},
journal = {CoRR},
volume = {abs/1812.03651},
year = {2018},
url = {http://arxiv.org/abs/1812.03651},
eprinttype = {arXiv},
eprint = {1812.03651},
timestamp = {Tue, 18 Aug 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1812-03651.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eurosys/HarlapTCGG17,
author = {Aaron Harlap and
Alexey Tumanov and
Andrew Chung and
Gregory R. Ganger and
Phillip B. Gibbons},
editor = {Gustavo Alonso and
Ricardo Bianchini and
Marko Vukolic},
title = {Proteus: agile {ML} elasticity through tiered reliability in dynamic
resource markets},
booktitle = {Proceedings of the Twelfth European Conference on Computer Systems,
EuroSys 2017, Belgrade, Serbia, April 23-26, 2017},
pages = {589--604},
publisher = {{ACM}},
year = {2017},
url = {https://doi.org/10.1145/3064176.3064182},
doi = {10.1145/3064176.3064182},
timestamp = {Tue, 06 Nov 2018 16:58:31 +0100},
biburl = {https://dblp.org/rec/conf/eurosys/HarlapTCGG17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/hotos/NishiharaMWTPSL17,
author = {Robert Nishihara and
Philipp Moritz and
Stephanie Wang and
Alexey Tumanov and
William Paul and
Johann Schleier{-}Smith and
Richard Liaw and
Mehrdad Niknami and
Michael I. Jordan and
Ion Stoica},
editor = {Alexandra Fedorova and
Andrew Warfield and
Ivan Beschastnikh and
Rachit Agarwal},
title = {Real-Time Machine Learning: The Missing Pieces},
booktitle = {Proceedings of the 16th Workshop on Hot Topics in Operating Systems,
HotOS 2017, Whistler, BC, Canada, May 8-10, 2017},
pages = {106--110},
publisher = {{ACM}},
year = {2017},
url = {https://doi.org/10.1145/3102980.3102998},
doi = {10.1145/3102980.3102998},
timestamp = {Mon, 15 Jun 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/hotos/NishiharaMWTPSL17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/NishiharaMWTPSL17,
author = {Robert Nishihara and
Philipp Moritz and
Stephanie Wang and
Alexey Tumanov and
William Paul and
Johann Schleier{-}Smith and
Richard Liaw and
Michael I. Jordan and
Ion Stoica},
title = {Real-Time Machine Learning: The Missing Pieces},
journal = {CoRR},
volume = {abs/1703.03924},
year = {2017},
url = {http://arxiv.org/abs/1703.03924},
eprinttype = {arXiv},
eprint = {1703.03924},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/NishiharaMWTPSL17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/WangLCTG17,
author = {Xin Wang and
Yujia Luo and
Daniel Crankshaw and
Alexey Tumanov and
Joseph E. Gonzalez},
title = {{IDK} Cascades: Fast Deep Learning by Learning not to Overthink},
journal = {CoRR},
volume = {abs/1706.00885},
year = {2017},
url = {http://arxiv.org/abs/1706.00885},
eprinttype = {arXiv},
eprint = {1706.00885},
timestamp = {Tue, 10 Dec 2019 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/WangLCTG17.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-1712-05889,
author = {Philipp Moritz and
Robert Nishihara and
Stephanie Wang and
Alexey Tumanov and
Richard Liaw and
Eric Liang and
William Paul and
Michael I. Jordan and
Ion Stoica},
title = {Ray: {A} Distributed Framework for Emerging {AI} Applications},
journal = {CoRR},
volume = {abs/1712.05889},
year = {2017},
url = {http://arxiv.org/abs/1712.05889},
eprinttype = {arXiv},
eprint = {1712.05889},
timestamp = {Mon, 13 Aug 2018 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-1712-05889.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/us/Tumanov18,
author = {Alexey Tumanov},
title = {Scheduling with Space-Time Soft Constraints In Heterogeneous Cloud
Datacenters},
school = {Carnegie Mellon University, {USA}},
year = {2016},
url = {https://doi.org/10.1184/r1/6721412.v1},
doi = {10.1184/R1/6721412.V1},
timestamp = {Wed, 27 Jul 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/phd/us/Tumanov18.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eurosys/TumanovZPKHG16,
author = {Alexey Tumanov and
Timothy Zhu and
Jun Woo Park and
Michael A. Kozuch and
Mor Harchol{-}Balter and
Gregory R. Ganger},
editor = {Cristian Cadar and
Peter R. Pietzuch and
Kimberly Keeton and
Rodrigo Rodrigues},
title = {TetriSched: global rescheduling with adaptive plan-ahead in dynamic
heterogeneous clusters},
booktitle = {Proceedings of the Eleventh European Conference on Computer Systems,
EuroSys 2016, London, United Kingdom, April 18-21, 2016},
pages = {35:1--35:16},
publisher = {{ACM}},
year = {2016},
url = {https://doi.org/10.1145/2901318.2901355},
doi = {10.1145/2901318.2901355},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/eurosys/TumanovZPKHG16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/osdi/JyothiCMNTYMGKK16,
author = {Sangeetha Abdu Jyothi and
Carlo Curino and
Ishai Menache and
Shravan Matthur Narayanamurthy and
Alexey Tumanov and
Jonathan Yaniv and
Ruslan Mavlyutov and
I{\~{n}}igo Goiri and
Subru Krishnan and
Janardhan Kulkarni and
Sriram Rao},
editor = {Kimberly Keeton and
Timothy Roscoe},
title = {Morpheus: Towards Automated SLOs for Enterprise Clusters},
booktitle = {12th {USENIX} Symposium on Operating Systems Design and Implementation,
{OSDI} 2016, Savannah, GA, USA, November 2-4, 2016},
pages = {117--134},
publisher = {{USENIX} Association},
year = {2016},
url = {https://www.usenix.org/conference/osdi16/technical-sessions/presentation/jyothi},
timestamp = {Mon, 05 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/osdi/JyothiCMNTYMGKK16.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/tos/XuCKTGKG14,
author = {Lianghong Xu and
James Cipar and
Elie Krevat and
Alexey Tumanov and
Nitin Gupta and
Michael A. Kozuch and
Gregory R. Ganger},
title = {Agility and Performance in Elastic Distributed Storage},
journal = {{ACM} Trans. Storage},
volume = {10},
number = {4},
pages = {16:1--16:27},
year = {2014},
url = {https://doi.org/10.1145/2668129},
doi = {10.1145/2668129},
timestamp = {Thu, 30 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/tos/XuCKTGKG14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cloud/CuiTWXDHHGGGX14,
author = {Henggang Cui and
Alexey Tumanov and
Jinliang Wei and
Lianghong Xu and
Wei Dai and
Jesse Haber{-}Kucharsky and
Qirong Ho and
Gregory R. Ganger and
Phillip B. Gibbons and
Garth A. Gibson and
Eric P. Xing},
editor = {Ed Lazowska and
Doug Terry and
Remzi H. Arpaci{-}Dusseau and
Johannes Gehrke},
title = {Exploiting iterative-ness for parallel {ML} computations},
booktitle = {Proceedings of the {ACM} Symposium on Cloud Computing, Seattle, WA,
USA, November 3-5, 2014},
pages = {5:1--5:14},
publisher = {{ACM}},
year = {2014},
url = {https://doi.org/10.1145/2670979.2670984},
doi = {10.1145/2670979.2670984},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cloud/CuiTWXDHHGGGX14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cloud/ZhuTKHG14,
author = {Timothy Zhu and
Alexey Tumanov and
Michael A. Kozuch and
Mor Harchol{-}Balter and
Gregory R. Ganger},
editor = {Ed Lazowska and
Doug Terry and
Remzi H. Arpaci{-}Dusseau and
Johannes Gehrke},
title = {PriorityMeister: Tail Latency QoS for Shared Networked Storage},
booktitle = {Proceedings of the {ACM} Symposium on Cloud Computing, Seattle, WA,
USA, November 3-5, 2014},
pages = {29:1--29:14},
publisher = {{ACM}},
year = {2014},
url = {https://doi.org/10.1145/2670979.2671008},
doi = {10.1145/2670979.2671008},
timestamp = {Tue, 21 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cloud/ZhuTKHG14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/fast/XuCKTGKG14,
author = {Lianghong Xu and
James Cipar and
Elie Krevat and
Alexey Tumanov and
Nitin Gupta and
Michael A. Kozuch and
Gregory R. Ganger},
editor = {Bianca Schroeder and
Eno Thereska},
title = {SpringFS: bridging agility and performance in elastic distributed
storage},
booktitle = {Proceedings of the 12th {USENIX} conference on File and Storage Technologies,
{FAST} 2014, Santa Clara, CA, USA, February 17-20, 2014},
pages = {243--255},
publisher = {{USENIX}},
year = {2014},
url = {https://www.usenix.org/conference/fast14/technical-sessions/presentation/xu},
timestamp = {Tue, 02 Feb 2021 08:06:31 +0100},
biburl = {https://dblp.org/rec/conf/fast/XuCKTGKG14.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cloud/ReissTGKK12,
author = {Charles Reiss and
Alexey Tumanov and
Gregory R. Ganger and
Randy H. Katz and
Michael A. Kozuch},
editor = {Michael J. Carey and
Steven Hand},
title = {Heterogeneity and dynamicity of clouds at scale: Google trace analysis},
booktitle = {{ACM} Symposium on Cloud Computing, {SOCC} '12, San Jose, CA, USA,
October 14-17, 2012},
pages = {7},
publisher = {{ACM}},
year = {2012},
url = {https://doi.org/10.1145/2391229.2391236},
doi = {10.1145/2391229.2391236},
timestamp = {Tue, 20 Dec 2022 17:33:10 +0100},
biburl = {https://dblp.org/rec/conf/cloud/ReissTGKK12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cloud/TumanovCGK12,
author = {Alexey Tumanov and
James Cipar and
Gregory R. Ganger and
Michael A. Kozuch},
editor = {Michael J. Carey and
Steven Hand},
title = {alsched: algebraic scheduling of mixed workloads in heterogeneous
clouds},
booktitle = {{ACM} Symposium on Cloud Computing, {SOCC} '12, San Jose, CA, USA,
October 14-17, 2012},
pages = {25},
publisher = {{ACM}},
year = {2012},
url = {https://doi.org/10.1145/2391229.2391254},
doi = {10.1145/2391229.2391254},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/cloud/TumanovCGK12.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/eurosys/BryantTISJHLL11,
author = {Roy Bryant and
Alexey Tumanov and
Olga Irzak and
Adin Scannell and
Kaustubh R. Joshi and
Matti A. Hiltunen and
H. Andr{\'{e}}s Lagar{-}Cavilla and
Eyal de Lara},
editor = {Christoph M. Kirsch and
Gernot Heiser},
title = {Kaleidoscope: cloud micro-elasticity via {VM} state coloring},
booktitle = {European Conference on Computer Systems, Proceedings of the Sixth
European conference on Computer systems, EuroSys 2011, Salzburg, Austria,
April 10-13, 2011},
pages = {273--286},
publisher = {{ACM}},
year = {2011},
url = {https://doi.org/10.1145/1966445.1966471},
doi = {10.1145/1966445.1966471},
timestamp = {Tue, 06 Nov 2018 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/eurosys/BryantTISJHLL11.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/vr/TumanovAS07,
author = {Alexey Tumanov and
Robert S. Allison and
Wolfgang St{\"{u}}rzlinger},
editor = {William R. Sherman and
Ming C. Lin and
Anthony Steed},
title = {Variability-Aware Latency Amelioration in Distributed Environments},
booktitle = {{IEEE} Virtual Reality Conference, {VR} 2007, 10-14 March 2007, Charlotte,
NC, USA, Proceedings},
pages = {123--130},
publisher = {{IEEE} Computer Society},
year = {2007},
url = {https://doi.org/10.1109/VR.2007.352472},
doi = {10.1109/VR.2007.352472},
timestamp = {Thu, 23 Mar 2023 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/vr/TumanovAS07.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
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