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 | 1339 | 2018 |
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 | 1333 | 2012 |
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 | 494 | 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 | 318 | 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 | 283 | 2020 |
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 | 234 | 2016 |
Towards understanding heterogeneous clouds at scale: Google trace analysis C Reiss, AT CMU, GRG CMU, RH Katz, MA Kozuch | 219 | 2012 |
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 | 211 | 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 | 130 | 2014 |
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 | 123 | 2017 |
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 | 117 | 2017 |
InferLine: latency-aware provisioning and scaling for prediction serving pipelines D Crankshaw, GE Sela, X Mo, C Zumar, I Stoica, J Gonzalez, A Tumanov Proceedings of the 11th ACM Symposium on Cloud Computing, 477-491, 2020 | 113 | 2020 |
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 | 88 | 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, 2-8, 2018 | 82 | 2018 |
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 | 81 | 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 | 80 | 2011 |
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, 1-8, 2018 | 78 | 2018 |
Holmes: health online model ensemble serving for deep learning models in intensive care units S Hong, Y Xu, A Khare, S Priambada, K Maher, A Aljiffry, J Sun, ... Proceedings of the 26th ACM SIGKDD International Conference on Knowledge …, 2020 | 76 | 2020 |
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 | 69 | 2018 |
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 | 68 | 2016 |