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Stochastic Methods

2788 directly classified papers

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Papers

Faster Double Adaptive Gradient Methods AAAI 2025
Optimal Complexity in Byzantine-Robust Distributed Stochastic Optimization with Data Heterogeneity JMLR 2025
Backward Filtering Forward Guiding JMLR 2025
Mixing Times and Privacy Analysis for the Projected Langevin Algorithm under a Modulus of Continuity JMLR 2025
Second-order Information Promotes Mini-Batch Robustness in Variance-Reduced Gradients JMLR 2025
Efficient Numerical Integration in Reproducing Kernel Hilbert Spaces via Leverage Scores Sampling JMLR 2025
Score-Aware Policy-Gradient and Performance Guarantees using Local Lyapunov Stability JMLR 2025
EF21 with Bells & Whistles: Six Algorithmic Extensions of Modern Error Feedback JMLR 2025
A New Random Reshuffling Method for Nonsmooth Nonconvex Finite-sum Optimization JMLR 2025
Graph-accelerated Markov Chain Monte Carlo using Approximate Samples JMLR 2025
Decentralized Bilevel Optimization: A Perspective from Transient Iteration Complexity JMLR 2025
Statistical Inference of Constrained Stochastic Optimization via Sketched Sequential Quadratic Programming JMLR 2025
Sampling and Estimation on Manifolds using the Langevin Diffusion JMLR 2025
Distribution Estimation under the Infinity Norm JMLR 2025
Contextual Bandits with Stage-wise Constraints JMLR 2025
Relaxed Gaussian Process Interpolation: a Goal-Oriented Approach to Bayesian Optimization JMLR 2025
Derivative-Informed Neural Operator Acceleration of Geometric MCMC for Infinite-Dimensional Bayesian Inverse Problems JMLR 2025
Adjusted Expected Improvement for Cumulative Regret Minimization in Noisy Bayesian Optimization JMLR 2025
Langevin Monte Carlo Beyond Lipschitz Gradient Continuity AAAI 2025
Toward Robust Neural Reconstruction from Sparse Point Sets CVPR 2025
Hyperparametric Robust and Dynamic Influence Maximization AAAI 2025
Proactive and Reactive Constraint Programming for Stochastic Project Scheduling with Maximal Time-Lags AAAI 2025
Towards Runtime Analysis of Population-Based Co-evolutionary Algorithms on Sparse Binary Zero-Sum Game AAAI 2025
Smoothed Online Convex Optimization with Delayed Feedback IJCAI 2025
Multi-player Multi-armed Bandits with Delayed Feedback IJCAI 2025