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Stochastic Methods

2788 directly classified papers

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Papers

Asymptotic Degradation of Linear Regression Estimates with Strategic Data Sources ALT 2022
The Mirror Langevin Algorithm Converges with Vanishing Bias ALT 2022
A Variant of Anderson Mixing with Minimal Memory Size NIPS 2022
Approaching Quartic Convergence Rates for Quasi-Stochastic Approximation with Application to Gradient-Free Optimization NIPS 2022
Robust Generalized Method of Moments: A Finite Sample Viewpoint NIPS 2022
Efficiency Ordering of Stochastic Gradient Descent NIPS 2022
Deep Counterfactual Estimation with Categorical Background Variables NIPS 2022
BandMaxSAT: A Local Search MaxSAT Solver with Multi-armed Bandit IJCAI 2022
Fixation Maximization in the Positional Moran Process AAAI 2022
Network change point localisation under local differential privacy NIPS 2022
Diffusion Models as Plug-and-Play Priors NIPS 2022
Scalable Distributional Robustness in a Class of Non-Convex Optimization with Guarantees NIPS 2022
Partner-Aware Algorithms in Decentralized Cooperative Bandit Teams AAAI 2022
Local Bayesian optimization via maximizing probability of descent NIPS 2022
A Quadrature Rule combining Control Variates and Adaptive Importance Sampling NIPS 2022
Statistical Learning and Inverse Problems: A Stochastic Gradient Approach NIPS 2022
FedPop: A Bayesian Approach for Personalised Federated Learning NIPS 2022
A gradient estimator via L1-randomization for online zero-order optimization with two point feedback NIPS 2022
Multi-layer State Evolution Under Random Convolutional Design NIPS 2022
Efficient Sampling on Riemannian Manifolds via Langevin MCMC NIPS 2022
A Single-timescale Analysis for Stochastic Approximation with Multiple Coupled Sequences NIPS 2022
First-Order Algorithms for Min-Max Optimization in Geodesic Metric Spaces NIPS 2022
GraB: Finding Provably Better Data Permutations than Random Reshuffling NIPS 2022
Online Learning and Pricing for Network Revenue Management with Reusable Resources NIPS 2022
Matrix Multiplicative Weights Updates in Quantum Zero-Sum Games: Conservation Laws & Recurrence NIPS 2022