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Stochastic Methods

2788 directly classified papers

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Papers

Quantum-Inspired Algorithms from Randomized Numerical Linear Algebra ICML 2022
The Poisson Binomial Mechanism for Unbiased Federated Learning with Secure Aggregation ICML 2022
The Fundamental Price of Secure Aggregation in Differentially Private Federated Learning ICML 2022
High Probability Guarantees for Nonconvex Stochastic Gradient Descent with Heavy Tails ICML 2022
Online Nonsubmodular Minimization with Delayed Costs: From Full Information to Bandit Feedback ICML 2022
On the Convergence of Stochastic Multi-Objective Gradient Manipulation and Beyond NIPS 2022
Hessian-Free High-Resolution Nesterov Acceleration For Sampling ICML 2022
Improved Rates for Differentially Private Stochastic Convex Optimization with Heavy-Tailed Data ICML 2022
First-Order Regret in Reinforcement Learning with Linear Function Approximation: A Robust Estimation Approach ICML 2022
SIXO: Smoothing Inference with Twisted Objectives NIPS 2022
Bayesian quantile and expectile optimisation UAI 2022
High-probability bounds for robust stochastic Frank-Wolfe algorithm UAI 2022
Stochastic Reweighted Gradient Descent ICML 2022
An explore-then-commit algorithm for submodular maximization under full-bandit feedback UAI 2022
Generalized Bayesian quadrature with spectral kernels UAI 2022
Generalizing Gaussian Smoothing for Random Search ICML 2022
A Stochastic Multi-Rate Control Framework For Modeling Distributed Optimization Algorithms ICML 2022
Causal inference with treatment measurement error: a nonparametric instrumental variable approach UAI 2022
Lightweight Projective Derivative Codes for Compressed Asynchronous Gradient Descent ICML 2022
Global Convergence and Stability of Stochastic Gradient Descent NIPS 2022
Rotting Infinitely Many-Armed Bandits ICML 2022
Multi-block-Single-probe Variance Reduced Estimator for Coupled Compositional Optimization NIPS 2022
Adaptive Importance Sampling meets Mirror Descent : a Bias-variance Tradeoff AISTATS 2022
Faster Randomized Interior Point Methods for Tall/Wide Linear Programs JMLR 2022
Social-Inverse: Inverse Decision-making of Social Contagion Management with Task Migrations NIPS 2022