Stochastic Methods

A Unified Approach for Maximizing Continuous DR-submodular Functions NeurIPS 2023 A Variance-Reduced and Stabilized Proximal Stochastic Gradient Method with Support Identification Guarantees for Structured Optimization AISTATS 2023 A Variational Perspective on High-Resolution ODEs NeurIPS 2023 Average Adjusted Association: Efficient Estimation with High Dimensional Confounders AISTATS 2023 A view of mini-batch SGD via generating functions: conditions of convergence, phase transitions, benefit from negative momenta. ICLR 2023 Bandit Submodular Maximization for Multi-Robot Coordination in Unpredictable and Partially Observable Environments RSS 2023 BANSAC: A Dynamic BAyesian Network for Adaptive SAmple Consensus ICCV 2023 Bayesian Active Causal Discovery with Multi-Fidelity Experiments NeurIPS 2023 Bayesian Optimization-Based Combinatorial Assignment AAAI 2023 Best Arm Identification in Multi-Agent Multi-Armed Bandits ICML 2023 Beyond Uniform Smoothness: A Stopped Analysis of Adaptive SGD COLT 2023 Bilevel Optimization with a Lower-level Contraction: Optimal Sample Complexity without Warm-Start JMLR 2023 Bilevel Optimization with Coupled Decision-Dependent Distributions ICML 2023 BiSLS/SPS: Auto-tune Step Sizes for Stable Bi-level Optimization NeurIPS 2023 Blockwise Stochastic Variance-Reduced Methods with Parallel Speedup for Multi-Block Bilevel Optimization ICML 2023 Breaking a Classical Barrier for Classifying Arbitrary Test Examples in the Quantum Model AISTATS 2023 Breaking the Lower Bound with (Little) Structure: Acceleration in Non-Convex Stochastic Optimization with Heavy-Tailed Noise COLT 2023 City-Scale Pollution Aware Traffic Routing by Sampling Max Flows Using MCMC AAAI 2023 Communication-Efficient Federated Hypergradient Computation via Aggregated Iterative Differentiation ICML 2023 Complex-to-Real Sketches for Tensor Products with Applications to the Polynomial Kernel AISTATS 2023 Compressing Tabular Data via Latent Variable Estimation ICML 2023 Compress Then Test: Powerful Kernel Testing in Near-linear Time AISTATS 2023 Computational 3D Imaging with Position Sensors ICCV 2023 Concurrent Shuffle Differential Privacy Under Continual Observation ICML 2023 Constrained Evolutionary Diffusion Filter for Monocular Endoscope Tracking CVPR 2023