2024 "deep learning optimization" Papers

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Conference

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Prodigy: An Expeditiously Adaptive Parameter-Free Learner

Konstantin Mishchenko, Aaron Defazio

ICML 2024poster

QLABGrad: A Hyperparameter-Free and Convergence-Guaranteed Scheme for Deep Learning

Fang-Xiang Wu, Minghan Fu

AAAI 2024paperarXiv:2302.00252
11
citations

Studying K-FAC Heuristics by Viewing Adam through a Second-Order Lens

Ross Clarke, Jose Miguel Hernandez-Lobato

ICML 2024poster