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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

A Communication Efficient Stochastic Multi-Block Alternating Direction Method of Multipliers NIPS 2019
Stochastic Bandits with Context Distributions NIPS 2019
Continuous-time Models for Stochastic Optimization Algorithms NIPS 2019
UniXGrad: A Universal, Adaptive Algorithm with Optimal Guarantees for Constrained Optimization NIPS 2019
Pyro: Deep Universal Probabilistic Programming JMLR 2019
A Sufficient Condition for Convergences of Adam and RMSProp CVPR 2019
Thompson Sampling Guided Stochastic Searching on the Line for Deceptive Environments with Applications to Root-Finding Problems JMLR 2019
On the optimality of the Hedge algorithm in the stochastic regime JMLR 2019
Deep Generalized Canonical Correlation Analysis ACL 2019
Stochastic Goal Recognition Design AAAI 2019
Efficient Optimal Approximation of Discrete Random Variables for Estimation of Probabilities of Missing Deadlines AAAI 2019
Adaptive Stochastic Natural Gradient Method for One-Shot Neural Architecture Search ICML 2019
Scalable Collapsed Inference for High-Dimensional Topic Models NAACL 2019
Online Variance Reduction with Mixtures ICML 2019
Variational Implicit Processes ICML 2019
Agnostic Federated Learning ICML 2019
Hiring Under Uncertainty ICML 2019
Stochastic Optimization for DC Functions and Non-smooth Non-convex Regularizers with Non-asymptotic Convergence ICML 2019
A Composite Randomized Incremental Gradient Method ICML 2019
Stochastic Iterative Hard Thresholding for Graph-structured Sparsity Optimization ICML 2019
Trajectory-Based Off-Policy Deep Reinforcement Learning ICML 2019
Exploiting structure of uncertainty for efficient matroid semi-bandits ICML 2019
An Optimal Private Stochastic-MAB Algorithm based on Optimal Private Stopping Rule ICML 2019
Adaptive Antithetic Sampling for Variance Reduction ICML 2019
Conditional Gradient Methods via Stochastic Path-Integrated Differential Estimator ICML 2019