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Stochastic Methods

2788 directly classified papers

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Papers

Decentralized Stochastic Optimization and Gossip Algorithms with Compressed Communication ICML 2019
Evolving Solutions to Community-Structured Satisfiability Formulas AAAI 2019
SMOGS: Social Network Metrics of Game Success AISTATS 2019
Think out of the "Box": Generically-Constrained Asynchronous Composite Optimization and Hedging NIPS 2019
Sample Adaptive MCMC NIPS 2019
Censored Semi-Bandits: A Framework for Resource Allocation with Censored Feedback NIPS 2019
Almost surely constrained convex optimization ICML 2019
Communication and Memory Efficient Testing of Discrete Distributions COLT 2019
Sharp Analysis for Nonconvex SGD Escaping from Saddle Points COLT 2019
Optimizing Generalized PageRank Methods for Seed-Expansion Community Detection NIPS 2019
A unified variance-reduced accelerated gradient method for convex optimization NIPS 2019
A Communication Efficient Stochastic Multi-Block Alternating Direction Method of Multipliers NIPS 2019
Stochastic Frank-Wolfe for Composite Convex Minimization NIPS 2019
Stochastic Gradient Hamiltonian Monte Carlo Methods with Recursive Variance Reduction NIPS 2019
Privacy Amplification by Mixing and Diffusion Mechanisms NIPS 2019
Thinning for Accelerating the Learning of Point Processes NIPS 2019
Polynomial Cost of Adaptation for X-Armed Bandits NIPS 2019
Approximating the Permanent by Sampling from Adaptive Partitions NIPS 2019
Pseudo-Extended Markov chain Monte Carlo NIPS 2019
The Randomized Midpoint Method for Log-Concave Sampling NIPS 2019
Exact sampling of determinantal point processes with sublinear time preprocessing NIPS 2019
Understanding Sparse JL for Feature Hashing NIPS 2019
Adaptive Scale-Invariant Online Algorithms for Learning Linear Models ICML 2019
Zeroth-Order Stochastic Alternating Direction Method of Multipliers for Nonconvex Nonsmooth Optimization IJCAI 2019
Modeling simple structures and geometry for better stochastic optimization algorithms AISTATS 2019