GG
Garth A. Gibson
cs.LGstat.MLcs.DCcs.DBcs.SE
On Valency
published · living versionsW_u7fa5rax·v1 · currentpublished
MLSys: The New Frontier of Machine Learning Systems
with Alexander Ratner, Dan Alistarh, Gustavo Alonso, David G. Andersen +64
1 version
Preprints & journals
6 papers in the corpus · 2013–2019MLSys: The New Frontier of Machine Learning Systems1904.03257v3 · Alexander Ratner, Dan Alistarh, Gustavo Alonso et al.2019 · 20 citationsarXivon Valency
More Effective Distributed ML via a Stale Synchronous Parallel Parameter Server.25400488 · Ho, Qirong, Cipar, James, Cui, Henggang et al.2019 · 547 citationsAdvances in neural information processing systems. 2013;2013:1223-1231
Priority-based Parameter Propagation for Distributed DNN Training1905.03960v1 · Anand Jayarajan, Jinliang Wei, Garth Gibson et al.2019 · 41 citationsarXiv
High-Performance Distributed ML at Scale through Parameter Server Consistency Models1410.8043v1 · Wei Dai, Abhimanu Kumar, Jinliang Wei et al.2014 · 122 citationsarXiv
Primitives for Dynamic Big Model Parallelism1406.4580v1 · Seunghak Lee, Jin Kyu Kim, Xun Zheng et al.2014 · 15 citationsarXiv
Structure-Aware Dynamic Scheduler for Parallel Machine Learning1312.5766v2 · Seunghak Lee, Jin Kyu Kim, Qirong Ho et al.2013 · 0 citationsarXiv
Career total: 284 works. 6 are in this corpus.
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