PipeDream: Generalized pipeline parallelism for DNN training D Narayanan, A Harlap, A Phanishayee, V Seshadri, NR Devanur, ... Proceedings of the 27th ACM symposium on operating systems principles, 1-15, 2019 | 846 | 2019 |
Gaia:{Geo-Distributed} machine learning approaching {LAN} speeds K Hsieh, A Harlap, N Vijaykumar, D Konomis, GR Ganger, PB Gibbons, ... 14th USENIX Symposium on Networked Systems Design and Implementation (NSDI …, 2017 | 527 | 2017 |
Pipedream: Fast and efficient pipeline parallel dnn training A Harlap, D Narayanan, A Phanishayee, V Seshadri, N Devanur, ... arXiv preprint arXiv:1806.03377, 2018 | 268 | 2018 |
Addressing the straggler problem for iterative convergent parallel ML A Harlap, H Cui, W Dai, J Wei, GR Ganger, PB Gibbons, GA Gibson, ... Proceedings of the seventh ACM symposium on cloud computing, 98-111, 2016 | 161 | 2016 |
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 | 119 | 2017 |
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 | 70 | 2018 |
PipeDream: Pipeline parallelism for DNN training A Harlap, D Narayanan, A Phanishayee, V Seshadri, GR Ganger, ... Proceedings of the 1st Conference on Systems and Machine Learning (SysML), 2018 | 6 | 2018 |
Highly performant pipeline parallel deep neural network training V Seshadri, A Phanishayee, D Narayanan, A Harlap, ND Rangarajan US Patent 12,056,604, 2024 | 5 | 2024 |
Improving ML applications in shared computing environments A Harlap Carnegie Mellon University, 2019 | 2 | 2019 |
TierML: Using tiers of reliability for agile elasticity in machine learning A Harlap, GR Ganger, PB Gibbons Carnegie Mellon University, Tech. Rep., 2016 | 1 | 2016 |
Solving the straggler problem for iterative convergent parallel ML A Harlap, H Cui, W Dai, J Wei, GR Ganger, PB Gibbons, GA Gibson, ... | | 2015 |