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Aaron Harlap
Aaron Harlap
Determined AI
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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
6512019
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
4762017
Pipedream: Fast and efficient pipeline parallel dnn training
A Harlap, D Narayanan, A Phanishayee, V Seshadri, N Devanur, ...
arXiv preprint arXiv:1806.03377, 2018
2292018
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
1432016
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
1122017
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
622018
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
62018
Highly performant pipeline parallel deep neural network training
V Seshadri, A Phanishayee, D Narayanan, A Harlap, ND Rangarajan
US Patent App. 16/024,369, 2019
42019
Improving ML applications in shared computing environments
A Harlap
Carnegie Mellon University Pittsburgh, PA, 2019
12019
TierML: Using tiers of reliability for agile elasticity in machine learning
A Harlap, GR Ganger, PB Gibbons
Carnegie Mellon University, Tech. Rep., 2016
12016
Solving the straggler problem for iterative convergent parallel ML
A Harlap, H Cui, W Dai, J Wei, GR Ganger, PB Gibbons, GA Gibson, ...
2015
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