Stochastic Methods

Dynamic Higher-Order Relations and Event-Driven Temporal Modeling for Stock Price Forecasting IJCAI 2025 Dyn-D^2P: Dynamic Differentially Private Decentralized Learning with Provable Utility Guarantee IJCAI 2025 EF21 with Bells & Whistles: Six Algorithmic Extensions of Modern Error Feedback JMLR 2025 Efficient Curvature-Aware Hypergradient Approximation for Bilevel Optimization ICML 2025 Efficient Distributed Optimization under Heavy-Tailed Noise ICML 2025 Efficient Numerical Integration in Reproducing Kernel Hilbert Spaces via Leverage Scores Sampling JMLR 2025 Efficient Optimization with Orthogonality Constraint: a Randomized Riemannian Submanifold Method ICML 2025 Embracing Large Language Models in Traffic Flow Forecasting ACL 2025 Enabling Silent Telemetry Data Transmission with InvisiFlow NSDI 2025 Error Analysis Affected by Heavy-Tailed Gradients for Non-Convex Pairwise Stochastic Gradient Descent AAAI 2025 Error dynamics of mini-batch gradient descent with random reshuffling for least squares regression ALT 2025 Evolutionary Algorithms Are Significantly More Robust to Noise When They Ignore It IJCAI 2025 Exact risk curves of signSGD in High-Dimensions: quantifying preconditioning and noise-compression effects ICML 2025 Fast Computing of Dung Semantics in Acyclic Probabilistic Argumentation Frameworks AAAI 2025 Fast Contiguous Somatic Hypermutations for Single-Objective Optimisation and Multi-Objective Optimisation Via Decomposition AAAI 2025 Faster Convergence of Riemannian Stochastic Gradient Descent with Increasing Batch Size ACML 2025 Faster Double Adaptive Gradient Methods AAAI 2025 Faster Stochastic Optimization with Arbitrary Delays via Adaptive Asynchronous Mini-Batching ICML 2025 Finite-Time Analysis of Discrete-Time Stochastic Interpolants ICML 2025 Finite-Time Convergence Rates in Stochastic Stackelberg Games with Smooth Algorithmic Agents ICML 2025 Fixing the Loose Brake: Exponential-Tailed Stopping Time in Best Arm Identification ICML 2025 From Gradient Clipping to Normalization for Heavy Tailed SGD AISTATS 2025 From Understanding Genetic Drift to a Smart-Restart Mechanism for Estimation-of-Distribution Algorithms (Journal Track) AAAI 2025 From Your Block to Our Block: How to Find Shared Structure Between Stochastic Block Models over Multiple Graphs AAAI 2025 Fusing Reward and Dueling Feedback in Stochastic Bandits ICML 2025