"adaptive gradient methods" Papers

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AdaGrad under Anisotropic Smoothness

Yuxing Liu, Rui Pan, Tong Zhang

ICLR 2025arXiv:2406.15244
14
citations

Adam Reduces a Unique Form of Sharpness: Theoretical Insights Near the Minimizer Manifold

Xinghan Li, Haodong Wen, Kaifeng Lyu

NEURIPS 2025arXiv:2511.02773
1
citations

Understanding the Generalization of Stochastic Gradient Adam in Learning Neural Networks

Xuan Tang, Han Zhang, Yuan Cao et al.

NEURIPS 2025arXiv:2510.11354

Can We Remove the Square-Root in Adaptive Gradient Methods? A Second-Order Perspective

Wu Lin, Felix Dangel, Runa Eschenhagen et al.

ICML 2024arXiv:2402.03496
19
citations

Faster Adaptive Decentralized Learning Algorithms

Feihu Huang, jianyu zhao

ICML 2024spotlightarXiv:2408.09775
3
citations