non-convex optimization

Regret Minimization in Stochastic Non-Convex Learning via a Proximal-Gradient Approach ICML 2021 Regularized Frank-Wolfe for Dense CRFs: Generalizing Mean Field and Beyond NeurIPS 2021 Riemannian Stochastic Recursive Momentum Method for non-Convex Optimization IJCAI 2021 SGD for Structured Nonconvex Functions: Learning Rates, Minibatching and Interpolation AISTATS 2021 SMG: A Shuffling Gradient-Based Method with Momentum ICML 2021 Solving Min-Max Optimization with Hidden Structure via Gradient Descent Ascent NeurIPS 2021 Sparse and Imperceptible Adversarial Attack via a Homotopy Algorithm ICML 2021 Sparse Tensor Additive Regression JMLR 2021 Stability and Generalization of Decentralized Stochastic Gradient Descent AAAI 2021 Stochastic Anderson Mixing for Nonconvex Stochastic Optimization NeurIPS 2021 Stochastic Approximation for Online Tensorial Independent Component Analysis COLT 2021 Stochastic Proximal Methods for Non-Smooth Non-Convex Constrained Sparse Optimization JMLR 2021 Stochastic Sign Descent Methods: New Algorithms and Better Theory ICML 2021 STORM+: Fully Adaptive SGD with Recursive Momentum for Nonconvex Optimization NeurIPS 2021 SUPER-ADAM: Faster and Universal Framework of Adaptive Gradients NeurIPS 2021 The complexity of nonconvex-strongly-concave minimax optimization UAI 2021 The Limits of Min-Max Optimization Algorithms: Convergence to Spurious Non-Critical Sets ICML 2021 The Power of Factorial Powers: New Parameter settings for (Stochastic) Optimization ACML 2021 Three Operator Splitting with a Nonconvex Loss Function ICML 2021 Time-independent Generalization Bounds for SGLD in Non-convex Settings NeurIPS 2021 Towards Gradient-based Bilevel Optimization with Non-convex Followers and Beyond NeurIPS 2021 Unique sparse decomposition of low rank matrices NeurIPS 2021 Zeroth-Order Non-Convex Learning via Hierarchical Dual Averaging ICML 2021 A Continuous-Time Mirror Descent Approach to Sparse Phase Retrieval NeurIPS 2020 AdaGrad stepsizes: Sharp convergence over nonconvex landscapes JMLR 2020