"generalized smoothness" Papers

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Convergence of Clipped SGD on Convex $(L_0,L_1)$-Smooth Functions

Ofir Gaash, Kfir Y. Levy, Yair Carmon

NEURIPS 2025arXiv:2502.16492

Convergence of Distributed Adaptive Optimization with Local Updates

Ziheng Cheng, Margalit Glasgow

ICLR 2025arXiv:2409.13155

Escaping saddle points without Lipschitz smoothness: the power of nonlinear preconditioning

Alexander Bodard, Panagiotis Patrinos

NEURIPS 2025spotlightarXiv:2509.15817

Revisiting Large-Scale Non-convex Distributionally Robust Optimization

Qi Zhang, Yi Zhou, Simon Khan et al.

Delving into the Convergence of Generalized Smooth Minimax Optimization

Wenhan Xian, Ziyi Chen, Heng Huang

Generalized Smooth Variational Inequalities: Methods with Adaptive Stepsizes

Daniil Vankov, Angelia Nedich, Lalitha Sankar

Trust Region Methods for Nonconvex Stochastic Optimization beyond Lipschitz Smoothness

Chenghan Xie, Chenxi Li, Chuwen Zhang et al.

AAAI 2024paperarXiv:2310.17319