non-convex optimization

Faster Gradient-Free Algorithms for Nonsmooth Nonconvex Stochastic Optimization ICML 2023 Fast Objective & Duality Gap Convergence for Non-Convex Strongly-Concave Min-Max Problems with PL Condition JMLR 2023 Finding Local Minima Efficiently in Decentralized Optimization NeurIPS 2023 Generalized-Smooth Nonconvex Optimization is As Efficient As Smooth Nonconvex Optimization ICML 2023 Global Convergence Analysis of Local SGD for Two-layer Neural Network without Overparameterization NeurIPS 2023 Global Optimality in Bivariate Gradient-based DAG Learning NeurIPS 2023 GloptiNets: Scalable Non-Convex Optimization with Certificates NeurIPS 2023 GradMA: A Gradient-Memory-Based Accelerated Federated Learning With Alleviated Catastrophic Forgetting CVPR 2023 HeteRSGD: Tackling Heterogeneous Sampling Costs via Optimal Reweighted Stochastic Gradient Descent AISTATS 2023 High-Probability Bounds for Stochastic Optimization and Variational Inequalities: the Case of Unbounded Variance ICML 2023 High Probability Convergence of Stochastic Gradient Methods ICML 2023 IKOL: Inverse Kinematics Optimization Layer for 3D Human Pose and Shape Estimation via Gauss-Newton Differentiation AAAI 2023 Improving the Model Consistency of Decentralized Federated Learning ICML 2023 Insights into Ordinal Embedding Algorithms: A Systematic Evaluation JMLR 2023 Learning Conditional Generative Models for Phase Retrieval JMLR 2023 Learning Proximal Operators to Discover Multiple Optima ICLR 2023 Linear Regularizers Enforce the Strict Saddle Property AAAI 2023 Loss Balancing for Fair Supervised Learning ICML 2023 Measuring Forgetting of Memorized Training Examples ICLR 2023 Near Optimal Heteroscedastic Regression with Symbiotic Learning COLT 2023 Non-Convex Bilevel Optimization with Time-Varying Objective Functions NeurIPS 2023 Nonconvex stochastic scaled gradient descent and generalized eigenvector problems UAI 2023 On Learning Rates and Schrödinger Operators JMLR 2023 Online Control for Meta-optimization NeurIPS 2023 Online Stochastic Gradient Descent with Arbitrary Initialization Solves Non-smooth, Non-convex Phase Retrieval JMLR 2023