non-convex optimization

Communication Efficient Primal-Dual Algorithm for Nonconvex Nonsmooth Distributed Optimization AISTATS 2021 Communication Efficient SGD via Gradient Sampling With Bayes Prior CVPR 2021 Convergence rates and approximation results for SGD and its continuous-time counterpart COLT 2021 Convex Risk Bounded Continuous-Time Trajectory Planning in Uncertain Nonconvex Environments RSS 2021 Dash: Semi-Supervised Learning with Dynamic Thresholding ICML 2021 Differentially Private Stochastic Optimization: New Results in Convex and Non-Convex Settings NeurIPS 2021 Dual Principal Component Pursuit for Robust Subspace Learning: Theory and Algorithms for a Holistic Approach ICML 2021 EF21: A New, Simpler, Theoretically Better, and Practically Faster Error Feedback NeurIPS 2021 Enhance Curvature Information by Structured Stochastic Quasi-Newton Methods CVPR 2021 Escape saddle points by a simple gradient-descent based algorithm NeurIPS 2021 Evolutionary Gradient Descent for Non-convex Optimization IJCAI 2021 FedDR – Randomized Douglas-Rachford Splitting Algorithms for Nonconvex Federated Composite Optimization NeurIPS 2021 Field of Junctions: Extracting Boundary Structure at Low SNR ICCV 2021 Finding First-Order Nash Equilibria of Zero-Sum Games with the Regularized Nikaido-Isoda Function AISTATS 2021 General Low-rank Matrix Optimization: Geometric Analysis and Sharper Bounds NeurIPS 2021 Global Convergence of Gradient Descent for Asymmetric Low-Rank Matrix Factorization NeurIPS 2021 High-probability Bounds for Non-Convex Stochastic Optimization with Heavy Tails NeurIPS 2021 High Probability Complexity Bounds for Line Search Based on Stochastic Oracles NeurIPS 2021 Information-Theoretic Generalization Bounds for Stochastic Gradient Descent COLT 2021 Landscape analysis of an improved power method for tensor decomposition NeurIPS 2021 Learn2Hop: Learned Optimization on Rough Landscapes ICML 2021 Learned Robust PCA: A Scalable Deep Unfolding Approach for High-Dimensional Outlier Detection NeurIPS 2021 Learning-to-learn non-convex piecewise-Lipschitz functions NeurIPS 2021 Leveraging Non-uniformity in First-order Non-convex Optimization ICML 2021 Low-Rank Tensor Completion by Approximating the Tensor Average Rank ICCV 2021