2025 "nonconvex optimization" Papers
5 papers found
Escaping saddle points without Lipschitz smoothness: the power of nonlinear preconditioning
Alexander Bodard, Panagiotis Patrinos
NeurIPS 2025spotlightarXiv:2509.15817
2
citations
Nonconvex Stochastic Optimization under Heavy-Tailed Noises: Optimal Convergence without Gradient Clipping
Zijian Liu, Zhengyuan Zhou
ICLR 2025posterarXiv:2412.19529
23
citations
Optimizing $(L_0, L_1)$-Smooth Functions by Gradient Methods
Daniil Vankov, Anton Rodomanov, Angelia Nedich et al.
ICLR 2025posterarXiv:2410.10800
22
citations
Problem-Parameter-Free Federated Learning
Wenjing Yan, Kai Zhang, Xiaolu Wang et al.
ICLR 2025poster
Stability and Sharper Risk Bounds with Convergence Rate $\tilde{O}(1/n^2)$
Bowei Zhu, Shaojie Li, Mingyang Yi et al.
NeurIPS 2025posterarXiv:2410.09766
1
citations