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Stochastic Methods

2788 directly classified papers

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Papers

Faster First-Order Methods for Stochastic Non-Convex Optimization on Riemannian Manifolds AISTATS 2019
UniXGrad: A Universal, Adaptive Algorithm with Optimal Guarantees for Constrained Optimization NIPS 2019
A Universally Optimal Multistage Accelerated Stochastic Gradient Method NIPS 2019
Quantile Stein Variational Gradient Descent for Batch Bayesian Optimization ICML 2019
Fast Algorithm for Generalized Multinomial Models with Ranking Data ICML 2019
Random Shuffling Beats SGD after Finite Epochs ICML 2019
Better generalization with less data using robust gradient descent ICML 2019
Nonconvex Variance Reduced Optimization with Arbitrary Sampling ICML 2019
Faster Stochastic Alternating Direction Method of Multipliers for Nonconvex Optimization ICML 2019
Inverse Path Tracing for Joint Material and Lighting Estimation CVPR 2019
Cogra: Concept-Drift-Aware Stochastic Gradient Descent for Time-Series Forecasting AAAI 2019
Enhancing Evolutionary Conversion Rate Optimization via Multi-Armed Bandit Algorithms AAAI 2019
Scaling-Up Split-Merge MCMC with Locality Sensitive Sampling (LSS) AAAI 2019
Approximate Inference of Outcomes in Probabilistic Elections AAAI 2019
Faster Gradient-Free Proximal Stochastic Methods for Nonconvex Nonsmooth Optimization AAAI 2019
Stochastic Submodular Maximization with Performance-Dependent Item Costs AAAI 2019
Bayesian Optimization under Heavy-tailed Payoffs NIPS 2019
Efficient Algorithms for Smooth Minimax Optimization NIPS 2019
DSCOVR: Randomized Primal-Dual Block Coordinate Algorithms for Asynchronous Distributed Optimization JMLR 2019
Stochastic Canonical Correlation Analysis JMLR 2019
Estimating Entropy of Distributions in Constant Space NIPS 2019
Learning Hawkes Processes from a handful of events NIPS 2019
An Efficient Schmidt-EKF for 3D Visual-Inertial SLAM CVPR 2019
Variance of Average Surprisal: A Better Predictor for Quality of Grammar from Unsupervised PCFG Induction ACL 2019
An Optimal Private Stochastic-MAB Algorithm based on Optimal Private Stopping Rule ICML 2019