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Stochastic Methods

2788 directly classified papers

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Papers

Adaptive Monte Carlo Multiple Testing via Multi-Armed Bandits ICML 2019
A Composite Randomized Incremental Gradient Method ICML 2019
Stochastic Optimization for DC Functions and Non-smooth Non-convex Regularizers with Non-asymptotic Convergence ICML 2019
DoubleSqueeze: Parallel Stochastic Gradient Descent with Double-pass Error-Compensated Compression ICML 2019
Rehashing Kernel Evaluation in High Dimensions ICML 2019
A Universal Algorithm for Variational Inequalities Adaptive to Smoothness and Noise COLT 2019
Universality of Computational Lower Bounds for Submatrix Detection COLT 2019
Active Mini-Batch Sampling Using Repulsive Point Processes AAAI 2019
Efficient Optimal Approximation of Discrete Random Variables for Estimation of Probabilities of Missing Deadlines AAAI 2019
MFBO-SSM: Multi-Fidelity Bayesian Optimization for Fast Inference in State-Space Models AAAI 2019
Anytime Recursive Best-First Search for Bounding Marginal MAP AAAI 2019
Replica Conditional Sequential Monte Carlo ICML 2019
A Polynomial Time MCMC Method for Sampling from Continuous Determinantal Point Processes ICML 2019
Integrating Pseudo-Boolean Constraint Reasoning in Multi-Objective Evolutionary Algorithms IJCAI 2019
Iterative Budgeted Exponential Search IJCAI 2019
On Division Versus Saturation in Pseudo-Boolean Solving IJCAI 2019
Sharpness of the Satisfiability Threshold for Non-Uniform Random k-SAT IJCAI 2019
Kernel Truncated Randomized Ridge Regression: Optimal Rates and Low Noise Acceleration NIPS 2019
Practical Differentially Private Top-k Selection with Pay-what-you-get Composition NIPS 2019
Fast Parallel Algorithms for Statistical Subset Selection Problems NIPS 2019
Distributionally Robust Submodular Maximization AISTATS 2019
Scalable Approximations for Generalized Linear Problems JMLR 2019
On Efficient Optimal Transport: An Analysis of Greedy and Accelerated Mirror Descent Algorithms ICML 2019
Phaseless PCA: Low-Rank Matrix Recovery from Column-wise Phaseless Measurements ICML 2019
Modelling Stopping Criteria for Search Results using Poisson Processes EMNLP 2019