stationary point

EMC$^2$: Efficient MCMC Negative Sampling for Contrastive Learning with Global Convergence ICML 2024 High-Probability Bound for Non-Smooth Non-Convex Stochastic Optimization with Heavy Tails ICML 2024 How to Make the Gradients Small Privately: Improved Rates for Differentially Private Non-Convex Optimization ICML 2024 On Penalty Methods for Nonconvex Bilevel Optimization and First-Order Stochastic Approximation ICLR 2024 On Stationary Point Convergence of PPO-Clip ICLR 2024 On The Complexity of First-Order Methods in Stochastic Bilevel Optimization ICML 2024 Private Zeroth-Order Nonsmooth Nonconvex Optimization ICLR 2024 Quantum Algorithms for Non-smooth Non-convex Optimization NeurIPS 2024 Scaled Conjugate Gradient Method for Nonconvex Optimization in Deep Neural Networks JMLR 2024 Smoothing Proximal Gradient Methods for Nonsmooth Sparsity Constrained Optimization: Optimality Conditions and Global Convergence ICML 2024 Stochastic Optimization Schemes for Performative Prediction with Nonconvex Loss NeurIPS 2024 The Computational Complexity of Finding Second-Order Stationary Points ICML 2024 An Alternating Optimization Method for Bilevel Problems under the Polyak-Łojasiewicz Condition NeurIPS 2023 An Inexact Augmented Lagrangian Algorithm for Training Leaky ReLU Neural Network with Group Sparsity JMLR 2023 Convergence of Adam Under Relaxed Assumptions NeurIPS 2023 Faster Rates of Convergence to Stationary Points in Differentially Private Optimization ICML 2023 Finite-Time Analysis of Single-Timescale Actor-Critic NeurIPS 2023 Non-Smooth Weakly-Convex Finite-sum Coupled Compositional Optimization NeurIPS 2023 On the complexity of finding stationary points of smooth functions in one dimension ALT 2023 Optimal Stochastic Non-smooth Non-convex Optimization through Online-to-Non-convex Conversion ICML 2023 Quantum Lower Bounds for Finding Stationary Points of Nonconvex Functions ICML 2023 Sparse Training with Lipschitz Continuous Loss Functions and a Weighted Group L0-norm Constraint JMLR 2023 The Computational Complexity of Finding Stationary Points in Non-Convex Optimization COLT 2023 The ELBO of Variational Autoencoders Converges to a Sum of Entropies AISTATS 2023 A consistently adaptive trust-region method NeurIPS 2022