2025 "nonconvex optimization" Papers

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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