Stochastic Methods

Stochastic Mirror Descent for Large-Scale Sparse Recovery AISTATS 2023 Structured Voronoi Sampling NeurIPS 2023 TiAda: A Time-scale Adaptive Algorithm for Nonconvex Minimax Optimization ICLR 2023 Toward Large Kernel Models ICML 2023 Towards Sustainable Learning: Coresets for Data-efficient Deep Learning ICML 2023 Trading-Off Payments and Accuracy in Online Classification with Paid Stochastic Experts ICML 2023 Transport Elliptical Slice Sampling AISTATS 2023 Two Losses Are Better Than One: Faster Optimization Using a Cheaper Proxy ICML 2023 Unbiased Compression Saves Communication in Distributed Optimization: When and How Much? NeurIPS 2023 Unbiased constrained sampling with Self-Concordant Barrier Hamiltonian Monte Carlo NeurIPS 2023 Unbiased Multilevel Monte Carlo Methods for Intractable Distributions: MLMC Meets MCMC JMLR 2023 Universal Online Learning with Gradient Variations: A Multi-layer Online Ensemble Approach NeurIPS 2023 Utilising the CLT Structure in Stochastic Gradient based Sampling : Improved Analysis and Faster Algorithms COLT 2023 Variance-Reduced Gradient Estimation via Noise-Reuse in Online Evolution Strategies NeurIPS 2023 When can Regression-Adjusted Control Variate Help? Rare Events, Sobolev Embedding and Minimax Optimality NeurIPS 2023 Accelerated, Optimal and Parallel: Some results on model-based stochastic optimization ICML 2022 Accelerating Adaptive Cubic Regularization of Newton's Method via Random Sampling JMLR 2022 Active Labeling: Streaming Stochastic Gradients NeurIPS 2022 Adam Can Converge Without Any Modification On Update Rules NeurIPS 2022 Adaptive Best-of-Both-Worlds Algorithm for Heavy-Tailed Multi-Armed Bandits ICML 2022 A Generalized Bootstrap Target for Value-Learning, Efficiently Combining Value and Feature Predictions AAAI 2022 Algorithms for the Communication of Samples ICML 2022 A Lyapunov-Based Methodology for Constrained Optimization with Bandit Feedback AAAI 2022 Amortized Proximal Optimization NeurIPS 2022 Amplitude Spectrum Transformation for Open Compound Domain Adaptive Semantic Segmentation AAAI 2022