← Optimization
Mathematics & Optimization › Optimization ›

Stochastic Methods

2788 directly classified papers

Papers per year

Papers

Fast Minimization of Expected Logarithmic Loss via Stochastic Dual Averaging AISTATS 2024
Constant or Logarithmic Regret in Asynchronous Multiplayer Bandits with Limited Communication AISTATS 2024
Pure Exploration in Bandits with Linear Constraints AISTATS 2024
Online non-parametric likelihood-ratio estimation by Pearson-divergence functional minimization AISTATS 2024
Equivalence Testing: The Power of Bounded Adaptivity AISTATS 2024
Exploration, Exploitation, and Engagement in Multi-Armed Bandits with Abandonment JMLR 2024
Distributionally Robust Performative Prediction NIPS 2024
Improving the Worst-Case Bidirectional Communication Complexity for Nonconvex Distributed Optimization under Function Similarity NIPS 2024
Pareto Smoothed Importance Sampling JMLR 2024
The Choice of Noninformative Priors for Thompson Sampling in Multiparameter Bandit Models AAAI 2024
Online Weighted Paging with Unknown Weights NIPS 2024
Unified Mechanism-Specific Amplification by Subsampling and Group Privacy Amplification NIPS 2024
QLABGrad: A Hyperparameter-Free and Convergence-Guaranteed Scheme for Deep Learning AAAI 2024
Stochastic Regularized Majorization-Minimization with weakly convex and multi-convex surrogates JMLR 2024
Faster Differentially Private Top-$k$ Selection: A Joint Exponential Mechanism with Pruning NIPS 2024
Contextual Decision-Making with Knapsacks Beyond the Worst Case NIPS 2024
Understanding Progressive Training Through the Framework of Randomized Coordinate Descent AISTATS 2024
Near-Optimal Algorithms for Making the Gradient Small in Stochastic Minimax Optimization JMLR 2024
Spatial meshing for general Bayesian multivariate models JMLR 2024
Stochastic Bayesian Optimization with Unknown Continuous Context Distribution via Kernel Density Estimation AAAI 2024
Federated X-armed Bandit AAAI 2024
Accelerating Relative Entropy Coding with Space Partitioning NIPS 2024
Scalable DP-SGD: Shuffling vs. Poisson Subsampling NIPS 2024
Generalization Bounds of Nonconvex-(Strongly)-Concave Stochastic Minimax Optimization AISTATS 2024
A Separation in Heavy-Tailed Sampling: Gaussian vs. Stable Oracles for Proximal Samplers NIPS 2024