"adaptive optimization methods" Papers

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Adaptive Methods through the Lens of SDEs: Theoretical Insights on the Role of Noise

Enea Monzio Compagnoni, Tianlin Liu, Rustem Islamov et al.

ICLR 2025arXiv:2411.15958
17
citations

Prodigy: An Expeditiously Adaptive Parameter-Free Learner

Konstantin Mishchenko, Aaron Defazio

ICML 2024arXiv:2306.06101
113
citations