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Stochastic Methods

2788 directly classified papers

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Papers

Stochastic Sign Descent Methods: New Algorithms and Better Theory ICML 2021
Active Slices for Sliced Stein Discrepancy ICML 2021
Probabilistic Sequential Shrinking: A Best Arm Identification Algorithm for Stochastic Bandits with Corruptions ICML 2021
GBHT: Gradient Boosting Histogram Transform for Density Estimation ICML 2021
Asynchronous Decentralized Optimization With Implicit Stochastic Variance Reduction ICML 2021
Fast Stochastic Bregman Gradient Methods: Sharp Analysis and Variance Reduction ICML 2021
Learning to Select Exogenous Events for Marked Temporal Point Process NIPS 2021
Scaling Neural Tangent Kernels via Sketching and Random Features NIPS 2021
Efficient Truncated Linear Regression with Unknown Noise Variance NIPS 2021
Improving Conditional Coverage via Orthogonal Quantile Regression NIPS 2021
Optimal Rates for Random Order Online Optimization NIPS 2021
Misspecified Gaussian Process Bandit Optimization NIPS 2021
Adversarial Robustness of Streaming Algorithms through Importance Sampling NIPS 2021
Private Non-smooth ERM and SCO in Subquadratic Steps NIPS 2021
EF21: A New, Simpler, Theoretically Better, and Practically Faster Error Feedback NIPS 2021
STEM: A Stochastic Two-Sided Momentum Algorithm Achieving Near-Optimal Sample and Communication Complexities for Federated Learning NIPS 2021
Theory of Spectral Method for Union of Subspaces-Based Random Geometry Graph ICML 2021
Near-Optimal Confidence Sequences for Bounded Random Variables ICML 2021
Private Stochastic Convex Optimization: Optimal Rates in L1 Geometry ICML 2021
Tight sampling and discarding bounds for scenario programs with an arbitrary number of removed samples L4DC 2021
Chance-constrained quasi-convex optimization with application to data-driven switched systems control L4DC 2021
Far-Field Speaker Localization and Adaptive GLMB Tracking INTERSPEECH 2021
One More Step Towards Reality: Cooperative Bandits with Imperfect Communication NIPS 2021
Cooperative Stochastic Bandits with Asynchronous Agents and Constrained Feedback NIPS 2021
Dynamics of Stochastic Momentum Methods on Large-scale, Quadratic Models NIPS 2021