Stochastic Methods

Relaxed Gaussian Process Interpolation: a Goal-Oriented Approach to Bayesian Optimization JMLR 2025 Resistance is Futile: Gradually Declining Immunity Retains the Exponential Duration of Immunity-Free Diffusion IJCAI 2025 Revisiting Convergence: Shuffling Complexity Beyond Lipschitz Smoothness ICML 2025 Sampling and Estimation on Manifolds using the Langevin Diffusion JMLR 2025 Sampling from Binary Quadratic Distributions via Stochastic Localization ICML 2025 Scaffold with Stochastic Gradients: New Analysis with Linear Speed-Up ICML 2025 Scalable Private Partition Selection via Adaptive Weighting ICML 2025 Scalable Speed-ups for the SMS-EMOA from a Simple Aging Strategy IJCAI 2025 Score-Aware Policy-Gradient and Performance Guarantees using Local Lyapunov Stability JMLR 2025 SDE Matching: Scalable and Simulation-Free Training of Latent Stochastic Differential Equations ICML 2025 Second-order Information Promotes Mini-Batch Robustness in Variance-Reduced Gradients JMLR 2025 SFESS: Score Function Estimators for k-Subset Sampling ICLR 2025 SGD with memory: fundamental properties and stochastic acceleration ICLR 2025 Shoal++: High Throughput DAG BFT Can Be Fast and Robust! NSDI 2025 Simple Randomized Rounding for Max-Min Eigenvalue Augmentation ICML 2025 SIRD: A Sender-Informed, Receiver-Driven Datacenter Transport Protocol NSDI 2025 Skybridge: Bounded Staleness for Distributed Caches OSDI 2025 Smoothed Online Convex Optimization with Delayed Feedback IJCAI 2025 Sparsity-Based Interpolation of External, Internal and Swap Regret COLT 2025 Speeding Up Hyper-Heuristics With Markov-Chain Operator Selection and the Only-Worsening Acceptance Operator IJCAI 2025 Stability and Generalization Analysis of Decentralized SGD: Sharper Bounds Beyond Lipschitzness and Smoothness ICML 2025 Stability and Generalization for Stochastic (Compositional) Optimizations IJCAI 2025 Stacey: Promoting Stochastic Steepest Descent via Accelerated ℓ_p-Smooth Nonconvex Optimization ICML 2025 Statistical Inference of Constrained Stochastic Optimization via Sketched Sequential Quadratic Programming JMLR 2025 Statistical Inference of Random Graphs With a Surrogate Likelihood Function JMLR 2025