Kumar Kshitij Patel
Kumar Kshitij Patel
Phd Student, TTIC
Verifierad e-postadress på ttic.edu - Startsida
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Don't Use Large Mini-Batches, Use Local SGD
T Lin, SU Stich, KK Patel, M Jaggi
arXiv preprint arXiv:1808.07217, 2018
1332018
Is local SGD better than minibatch SGD?
B Woodworth, KK Patel, S Stich, Z Dai, B Bullins, B Mcmahan, O Shamir, ...
International Conference on Machine Learning, 10334-10343, 2020
272020
Communication trade-offs for Local-SGD with large step size
KK Patel, A Dieuleveut
Advances In Neural Information Processing Systems 32 (Nips 2019) 32 (CONF), 2019
20*2019
Corruption-tolerant bandit learning
S Kapoor, KK Patel, P Kar
Machine Learning 108 (4), 687-715, 2019
152019
Minibatch vs local sgd for heterogeneous distributed learning
B Woodworth, KK Patel, N Srebro
arXiv preprint arXiv:2006.04735, 2020
102020
Reproducibility Report: A Resizable Minibatch Gradient Descent Based on a Multi-armed Bandit
KK Patel, A Mehrotra, T Lebailly
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Artiklar 1–6