DC Field | Value | Language |
---|---|---|
dc.contributor.author | Cha, Jaeyoung | ko |
dc.contributor.author | Lee, Jaewook | ko |
dc.contributor.author | Yun, Chulhee | ko |
dc.date.accessioned | 2023-12-07T23:00:24Z | - |
dc.date.available | 2023-12-07T23:00:24Z | - |
dc.date.created | 2023-12-07 | - |
dc.date.issued | 2023-07-25 | - |
dc.identifier.citation | 40th International Conference on Machine Learning, ICML 2023, pp.3855 - 3912 | - |
dc.identifier.issn | 2640-3498 | - |
dc.identifier.uri | http://hdl.handle.net/10203/316023 | - |
dc.description.abstract | We study convergence lower bounds of without-replacement stochastic gradient descent (SGD) for solving smooth (strongly-)convex finite-sum minimization problems. Unlike most existing results focusing on final iterate lower bounds in terms of the number of components π and the number of epochs πΎ, we seek bounds for arbitrary weighted average iterates that are tight in all factors including the condition number π . For SGD with Random Reshuffling, we present lower bounds that have tighter π dependencies than existing bounds. Our results are the first to perfectly close the gap between lower and upper bounds for weighted average iterates in both strongly-convex and convex cases. We also prove weighted average iterate lower bounds for arbitrary permutation-based SGD, which apply to all variants that carefully choose the best permutation. Our bounds improve the existing bounds in factors of π and π and thereby match the upper bounds shown for a recently proposed algorithm called GraB. | - |
dc.language | English | - |
dc.publisher | International Conference on Machine Learning | - |
dc.title | Tighter Lower Bounds for Shuffling SGD: Random Permutations and Beyond | - |
dc.type | Conference | - |
dc.identifier.scopusid | 2-s2.0-85174406464 | - |
dc.type.rims | CONF | - |
dc.citation.beginningpage | 3855 | - |
dc.citation.endingpage | 3912 | - |
dc.citation.publicationname | 40th International Conference on Machine Learning, ICML 2023 | - |
dc.identifier.conferencecountry | US | - |
dc.identifier.conferencelocation | Honolulu, HI | - |
dc.contributor.localauthor | Yun, Chulhee | - |
dc.contributor.nonIdAuthor | Cha, Jaeyoung | - |
dc.contributor.nonIdAuthor | Lee, Jaewook | - |
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