moreau envelope

Laplace Meets Moreau: Smooth Approximation to Infimal Convolutions Using Laplace's Method JMLR 2025 Stochastic Smoothed Primal-Dual Algorithms for Nonconvex Optimization with Linear Inequality Constraints ICML 2025 TSP: A Two-Sided Smoothed Primal-Dual Method for Nonconvex Bilevel Optimization ICML 2025 Convergence and Trade-Offs in Riemannian Gradient Descent and Riemannian Proximal Point ICML 2024 Moreau Envelope for Nonconvex Bi-Level Optimization: A Single-Loop and Hessian-Free Solution Strategy ICML 2024 Single-Loop Stochastic Algorithms for Difference of Max-Structured Weakly Convex Functions NeurIPS 2024 Uniformly Stable Algorithms for Adversarial Training and Beyond ICML 2024 Convergence of First-Order Methods for Constrained Nonconvex Optimization with Dependent Data ICML 2023 Extending Kernel PCA through Dualization: Sparsity, Robustness and Fast Algorithms ICML 2023 MoreauGrad: Sparse and Robust Interpretation of Neural Networks via Moreau Envelope ICCV 2023 Stability and Generalization of Stochastic Optimization with Nonconvex and Nonsmooth Problems COLT 2023 A Non-Asymptotic Moreau Envelope Theory for High-Dimensional Generalized Linear Models NeurIPS 2022 Convergence of adaptive algorithms for constrained weakly convex optimization NeurIPS 2021 A Simple and Efficient Smoothing Method for Faster Optimization and Local Exploration NeurIPS 2020 Personalized Federated Learning with Moreau Envelopes NeurIPS 2020 Optimization of Inf-Convolution Regularized Nonconvex Composite Problems AISTATS 2019 The Generalization Error of Dictionary Learning with Moreau Envelopes ICML 2018