Alexey Tumanov

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Michael A. KozuchIntelVerified email at cmu.edu
Ion StoicaProfessor of Computer Science, UC BerkeleyVerified email at cs.berkeley.edu
Randy KatzUniversity of California, BerkeleyVerified email at cs.Berkeley.edu
Richard LiawAnyscaleVerified email at berkeley.edu
Charles ReissUniversity of California, BerkeleyVerified email at eecs.berkeley.edu
Robert NishiharaPhD student, UC BerkeleyVerified email at eecs.berkeley.edu
Philipp MoritzGraduate Student, UC BerkeleyVerified email at berkeley.edu
Michael I. JordanProfessor of Electrical Engineering and Computer Sciences and Professor of Statistics, UC BerkeleyVerified email at cs.berkeley.edu
Mor Harchol-BalterBruce J. Nelson Professor of Computer Science, Carnegie Mellon UniversityVerified email at cs.cmu.edu
Timothy ZhuAssistant Professor of Computer Science and Engineering, The Pennsylvania State UniversityVerified email at cse.psu.edu
Phillip GibbonsCarnegie Mellon UniversityVerified email at cs.cmu.edu
Lianghong XuCarnegie Mellon UniversityVerified email at andrew.cmu.edu
Eyal de LaraProfessor of Computer Science, University of TorontoVerified email at cs.toronto.edu
Sangeetha Abdu JyothiUC Irvine and VMware ResearchVerified email at uci.edu
Ishai MenacheMicrosoft ResearchVerified email at microsoft.com
Sriram RaoMicrosoftVerified email at microsoft.com
Carlo Aldo CurinoPrincipal Research Scientist Lead, Microsoft -- CISL/GSLVerified email at microsoft.com
Garth Alan GibsonPresident & CEO, Vector Institute; Consulting Professor of Computer Science, Carnegie MellonVerified email at vectorinstitute.ai
Henggang CuiMotionalVerified email at motional.com
Eric XingPresident at Mohamed bin Zayed University of AI, Professor of Computer Science, Carnegie Mellon UVerified email at cs.cmu.edu

Alexey Tumanov

Georgia Institute of Technology

Verified email at gatech.edu - Homepage

Systems support for Machine Learning soft real-time ML


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Heterogeneity and dynamicity of clouds at scale: Google trace analysis C Reiss, A Tumanov, GR Ganger, RH Katz, MA Kozuch Proceedings of the third ACM symposium on cloud computing, 1-13, 2012	1140	2012
Ray: A distributed framework for emerging {AI} applications P Moritz, R Nishihara, S Wang, A Tumanov, R Liaw, E Liang, M Elibol, ... 13th USENIX Symposium on Operating Systems Design and Implementation (OSDI …, 2018	647	2018
Serverless computing: One step forward, two steps back JM Hellerstein, J Faleiro, JE Gonzalez, J Schleier-Smith, V Sreekanti, ... arXiv preprint arXiv:1812.03651, 2018	315	2018
Morpheus: Towards Automated {SLOs} for Enterprise Clusters SA Jyothi, C Curino, I Menache, SM Narayanamurthy, A Tumanov, ... 12th USENIX Symposium on Operating Systems Design and Implementation (OSDI …, 2016	258	2016
Towards understanding heterogeneous clouds at scale: Google trace analysis C Reiss, AT CMU, GRG CMU, RH Katz, MA Kozuch	240	2012
TetriSched: global rescheduling with adaptive plan-ahead in dynamic heterogeneous clusters A Tumanov, T Zhu, JW Park, MA Kozuch, M Harchol-Balter, GR Ganger Proceedings of the Eleventh European Conference on Computer Systems, 1-16, 2016	166	2016
Cloudburst: Stateful functions-as-a-service V Sreekanti, C Wu, XC Lin, J Schleier-Smith, JM Faleiro, JE Gonzalez, ... arXiv preprint arXiv:2001.04592, 2020	132	2020
Cirrus: A serverless framework for end-to-end ml workflows J Carreira, P Fonseca, A Tumanov, A Zhang, R Katz Proceedings of the ACM Symposium on Cloud Computing, 13-24, 2019	116	2019
Prioritymeister: Tail latency qos for shared networked storage T Zhu, A Tumanov, MA Kozuch, M Harchol-Balter, GR Ganger Proceedings of the ACM Symposium on Cloud Computing, 1-14, 2014	108	2014
Proteus: agile ml elasticity through tiered reliability in dynamic resource markets A Harlap, A Tumanov, A Chung, GR Ganger, PB Gibbons Proceedings of the Twelfth European Conference on Computer Systems, 589-604, 2017	92	2017
Kaleidoscope: cloud micro-elasticity via vm state coloring R Bryant, A Tumanov, O Irzak, A Scannell, K Joshi, M Hiltunen, ... Proceedings of the sixth conference on Computer systems, 273-286, 2011	83	2011
Idk cascades: Fast deep learning by learning not to overthink X Wang, Y Luo, D Crankshaw, A Tumanov, F Yu, JE Gonzalez arXiv preprint arXiv:1706.00885, 2017	71	2017
Tagging a copy of memory of a virtual machine with information for fetching of relevant portions of the memory HA Lagar-Cavilla, R Bryant, M Hiltunen, O Irzak, K Joshi, AM Scannell, ... US Patent 9,250,969, 2016	59	2016
Real-time machine learning: The missing pieces R Nishihara, P Moritz, S Wang, A Tumanov, W Paul, J Schleier-Smith, ... Proceedings of the 16th Workshop on Hot Topics in Operating Systems, 106-110, 2017	58	2017
alsched: Algebraic scheduling of mixed workloads in heterogeneous clouds A Tumanov, J Cipar, GR Ganger, MA Kozuch Proceedings of the third ACM Symposium on Cloud Computing, 1-7, 2012	57	2012
3sigma: distribution-based cluster scheduling for runtime uncertainty JW Park, A Tumanov, A Jiang, MA Kozuch, GR Ganger Proceedings of the Thirteenth EuroSys Conference, 1-17, 2018	55	2018
Tributary: spot-dancing for elastic services with latency {SLOs} A Harlap, A Chung, A Tumanov, GR Ganger, PB Gibbons 2018 USENIX Annual Technical Conference (USENIX ATC 18), 1-14, 2018	50	2018
A case for serverless machine learning J Carreira, P Fonseca, A Tumanov, A Zhang, R Katz Workshop on Systems for ML and Open Source Software at NeurIPS 2018, 2018	48	2018
Exploiting iterative-ness for parallel ML computations H Cui, A Tumanov, J Wei, L Xu, W Dai, J Haber-Kucharsky, Q Ho, ... Proceedings of the ACM Symposium on Cloud Computing, 1-14, 2014	42	2014
Dynamic space-time scheduling for gpu inference P Jain, X Mo, A Jain, H Subbaraj, RS Durrani, A Tumanov, J Gonzalez, ... arXiv preprint arXiv:1901.00041, 2018	41	2018

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