Stochastic Methods

Weight for Robustness: A Comprehensive Approach towards Optimal Fault-Tolerant Asynchronous ML NeurIPS 2024 What is the Long-Run Distribution of Stochastic Gradient Descent? A Large Deviations Analysis ICML 2024 Zeroth-Order Methods for Constrained Nonconvex Nonsmooth Stochastic Optimization ICML 2024 Zeroth-Order Sampling Methods for Non-Log-Concave Distributions: Alleviating Metastability by Denoising Diffusion NeurIPS 2024 Zeroth-order Stochastic Approximation Algorithms for DR-submodular Optimization JMLR 2024 (ε, u)-Adaptive Regret Minimization in Heavy-Tailed Bandits COLT 2024 ℓ_p-Regression in the Arbitrary Partition Model of Communication COLT 2023 ε-fractional core stability in Hedonic Games. NeurIPS 2023 3D molecule generation by denoising voxel grids NeurIPS 2023 A Bayesian approach for bandit online optimization with switching cost UAI 2023 Accelerated Cyclic Coordinate Dual Averaging with Extrapolation for Composite Convex Optimization ICML 2023 Accelerated Stochastic Optimization Methods under Quasar-convexity ICML 2023 Accelerated Zeroth-order Method for Non-Smooth Stochastic Convex Optimization Problem with Infinite Variance NeurIPS 2023 Acceleration of Frank-Wolfe Algorithms with Open-Loop Step-Sizes AISTATS 2023 Achieving O(ε^-1.5) Complexity in Hessian/Jacobian-free Stochastic Bilevel Optimization NeurIPS 2023 A Computation and Communication Efficient Method for Distributed Nonconvex Problems in the Partial Participation Setting NeurIPS 2023 A Continuous-time Stochastic Gradient Descent Method for Continuous Data JMLR 2023 Action Matching: Learning Stochastic Dynamics from Samples ICML 2023 Adaptation to Misspecified Kernel Regularity in Kernelised Bandits AISTATS 2023 Adaptive Annealed Importance Sampling with Constant Rate Progress ICML 2023 Adaptive Conformal Prediction for Motion Planning among Dynamic Agents L4DC 2023 Adaptive Data Depth via Multi-Armed Bandits JMLR 2023 Adaptive Tuning for Metropolis Adjusted Langevin Trajectories AISTATS 2023 A Distribution Optimization Framework for Confidence Bounds of Risk Measures ICML 2023 A Fast Algorithm for Computing Prefix Probabilities ACL 2023