"nonsmooth optimization" Papers

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Adaptive Riemannian ADMM for Nonsmooth Optimization: Optimal Complexity without Smoothing

Kangkang Deng, Jiachen Jin, Jiang Hu et al.

NEURIPS 2025arXiv:2510.18617

ADMM for Structured Fractional Minimization

Ganzhao Yuan

ICLR 2025arXiv:2411.07496

Finite-Time Analysis of Stochastic Nonconvex Nonsmooth Optimization on the Riemannian Manifolds

Emre Sahinoglu, Youbang Sun, Shahin Shahrampour

NEURIPS 2025arXiv:2510.21468

Set Smoothness Unlocks Clarke Hyper-stationarity in Bilevel Optimization

He Chen, Jiajin Li, Anthony Man-Cho So

NEURIPS 2025spotlightarXiv:2506.04587

Nonsmooth Implicit Differentiation: Deterministic and Stochastic Convergence Rates

Riccardo Grazzi, Massimiliano Pontil, Saverio Salzo

ICML 2024arXiv:2403.11687

Smoothing Proximal Gradient Methods for Nonsmooth Sparsity Constrained Optimization: Optimality Conditions and Global Convergence

Ganzhao Yuan

ICML 2024arXiv:2104.13782

Zeroth-Order Methods for Constrained Nonconvex Nonsmooth Stochastic Optimization

Zhuanghua Liu, Cheng Chen, Luo Luo et al.