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stochastic optimization

1060 papers

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Also known as

SO SVRG SSO SGD

Co-occurring keywords

regret bound (1918) online learning (1770) variance reduction (520) multi-armed bandit (1091) convex optimization (1320) convergence rate (606) non-convex optimization (546) stochastic gradient descent (1088) gradient descent (1143) nonconvex optimization (316)

Papers

Active Probabilistic Inference on Matrices for Pre-Conditioning in Stochastic Optimization AISTATS 2019
Stochastic algorithms with descent guarantees for ICA AISTATS 2019
Modeling simple structures and geometry for better stochastic optimization algorithms AISTATS 2019
Sever: A Robust Meta-Algorithm for Stochastic Optimization ICML 2019
Fast Algorithm for Generalized Multinomial Models with Ranking Data ICML 2019
Nonconvex Variance Reduced Optimization with Arbitrary Sampling ICML 2019
Finding the bandit in a graph: Sequential search-and-stop AISTATS 2019
Stochastic Negative Mining for Learning with Large Output Spaces AISTATS 2019
An Optimal Algorithm for Stochastic Three-Composite Optimization AISTATS 2019
Complexities in Projection-Free Stochastic Non-convex Minimization AISTATS 2019
Stay With Me: Lifetime Maximization Through Heteroscedastic Linear Bandits With Reneging ICML 2019
Faster Stochastic Alternating Direction Method of Multipliers for Nonconvex Optimization ICML 2019
Direct Acceleration of SAGA using Sampled Negative Momentum AISTATS 2019
First-order Stochastic Algorithms for Escaping From Saddle Points in Almost Linear Time NIPS 2018
A Delay-tolerant Proximal-Gradient Algorithm for Distributed Learning ICML 2018
A Block Coordinate Ascent Algorithm for Mean-Variance Optimization NIPS 2018
Stochastic Three-Composite Convex Minimization with a Linear Operator AISTATS 2018
Distributed Proximal Gradient Algorithm for Partially Asynchronous Computer Clusters JMLR 2018
Asymptotic optimality of adaptive importance sampling NIPS 2018
SPIDER: Near-Optimal Non-Convex Optimization via Stochastic Path-Integrated Differential Estimator NIPS 2018
Accelerated Stochastic Power Iteration AISTATS 2018
Randomized Block Cubic Newton Method ICML 2018
Stochastic Variance-Reduced Cubic Regularized Newton Methods ICML 2018
Stochastic Shake-Shake Regularization for Affective Learning from Speech INTERSPEECH 2018
Fast Stochastic AUC Maximization with $O(1/n)$-Convergence Rate ICML 2018