← Optimization
Mathematics & Optimization › Optimization ›

Stochastic Methods

2788 directly classified papers

Papers per year

Papers

Stochastic Methods in Variational Inequalities: Ergodicity, Bias and Refinements AISTATS 2024
The sample complexity of ERMs in stochastic convex optimization AISTATS 2024
SLowcalSGD : Slow Query Points Improve Local-SGD for Stochastic Convex Optimization NIPS 2024
Near-Optimal Algorithms for Making the Gradient Small in Stochastic Minimax Optimization JMLR 2024
Towards Running Time Analysis of Interactive Multi-Objective Evolutionary Algorithms AAAI 2024
Stochastic Extragradient with Random Reshuffling: Improved Convergence for Variational Inequalities AISTATS 2024
Dissimilarity Bandits AISTATS 2024
Batched Energy-Entropy acquisition for Bayesian Optimization NIPS 2024
Sequential learning of the Pareto front for multi-objective bandits AISTATS 2024
Cylindrical Thompson Sampling for High-Dimensional Bayesian Optimization AISTATS 2024
Private Edge Density Estimation for Random Graphs: Optimal, Efficient and Robust NIPS 2024
Sparse Variational Student-t Processes AAAI 2024
Taming Nonconvex Stochastic Mirror Descent with General Bregman Divergence AISTATS 2024
An Improved Algorithm for Learning Drifting Discrete Distributions AISTATS 2024
User-level Differentially Private Stochastic Convex Optimization: Efficient Algorithms with Optimal Rates AISTATS 2024
Decentralized Multi-Level Compositional Optimization Algorithms with Level-Independent Convergence Rate AISTATS 2024
Complexity of Single Loop Algorithms for Nonlinear Programming with Stochastic Objective and Constraints AISTATS 2024
Differentially Private Optimization with Sparse Gradients NIPS 2024
Pareto Smoothed Importance Sampling JMLR 2024
Trigonometric Quadrature Fourier Features for Scalable Gaussian Process Regression AISTATS 2024
Sample-and-Bound for Non-convex Optimization AAAI 2024
P$^2$C$^2$Net: PDE-Preserved Coarse Correction Network for efficient prediction of spatiotemporal dynamics NIPS 2024
Fast 1-Wasserstein distance approximations using greedy strategies AISTATS 2024
Simulation-Free Schrödinger Bridges via Score and Flow Matching AISTATS 2024
Adversarial Schrödinger Bridge Matching NIPS 2024