non-convex optimization

Improved Convergence Rate of Stochastic Gradient Langevin Dynamics with Variance Reduction and its Application to Optimization NeurIPS 2022 Improved Imaging by Invex Regularizers with Global Optima Guarantees NeurIPS 2022 Joint Continuous and Discrete Model Selection via Submodularity JMLR 2022 Learning a Single Neuron with Adversarial Label Noise via Gradient Descent COLT 2022 Local and Global Convergence of General Burer-Monteiro Tensor Optimizations AAAI 2022 Lower Bounds and Nearly Optimal Algorithms in Distributed Learning with Communication Compression NeurIPS 2022 Minimax Optimization with Smooth Algorithmic Adversaries ICLR 2022 Minimization by Incremental Stochastic Surrogate Optimization for Large Scale Nonconvex Problems ALT 2022 Momentum Aggregation for Private Non-convex ERM NeurIPS 2022 Multi-block-Single-probe Variance Reduced Estimator for Coupled Compositional Optimization NeurIPS 2022 Nest Your Adaptive Algorithm for Parameter-Agnostic Nonconvex Minimax Optimization NeurIPS 2022 Nonconvex Matrix Completion with Linearly Parameterized Factors JMLR 2022 Non-convex online learning via algorithmic equivalence NeurIPS 2022 Non-Convex Optimization with Certificates and Fast Rates Through Kernel Sums of Squares COLT 2022 Numerical Optimizations for Weighted Low-rank Estimation on Language Models EMNLP 2022 On Biased Stochastic Gradient Estimation JMLR 2022 On Convergence of FedProx: Local Dissimilarity Invariant Bounds, Non-smoothness and Beyond NeurIPS 2022 Online PAC-Bayes Learning NeurIPS 2022 On the Convergence of mSGD and AdaGrad for Stochastic Optimization ICLR 2022 On the Finite-Time Complexity and Practical Computation of Approximate Stationarity Concepts of Lipschitz Functions ICML 2022 On the Oracle Complexity of Higher-Order Smooth Non-Convex Finite-Sum Optimization AISTATS 2022 On the Theoretical Properties of Noise Correlation in Stochastic Optimization NeurIPS 2022 Optimal Algorithms for Stochastic Multi-Level Compositional Optimization ICML 2022 Optimality and Stability in Non-Convex Smooth Games JMLR 2022 Optimal Local Explainer Aggregation for Interpretable Prediction AAAI 2022