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Stochastic Methods

2788 directly classified papers

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Papers

Can Stochastic Zeroth-Order Frank-Wolfe Method Converge Faster for Non-Convex Problems? ICML 2020
Layered Sampling for Robust Optimization Problems ICML 2020
A Kernel Mean Embedding Approach to Reducing Conservativeness in Stochastic Programming and Control L4DC 2020
A Game-Theoretic Analysis of the Empirical Revenue Maximization Algorithm with Endogenous Sampling NIPS 2020
Minimax Regret of Switching-Constrained Online Convex Optimization: No Phase Transition NIPS 2020
NAYEL at SemEval-2020 Task 12: TF/IDF-Based Approach for Automatic Offensive Language Detection in Arabic Tweets SEMEVAL 2020
Independent Echo Path Modeling for Stereophonic Acoustic Echo Cancellation INTERSPEECH 2020
Sub-sampling for Efficient Non-Parametric Bandit Exploration NIPS 2020
On Testing of Samplers NIPS 2020
Optimal Iterative Sketching Methods with the Subsampled Randomized Hadamard Transform NIPS 2020
Projection Efficient Subgradient Method and Optimal Nonsmooth Frank-Wolfe Method NIPS 2020
Mitigating Manipulation in Peer Review via Randomized Reviewer Assignments NIPS 2020
A Simple and Efficient Smoothing Method for Faster Optimization and Local Exploration NIPS 2020
Wasserstein Control of Mirror Langevin Monte Carlo COLT 2020
Tsallis-INF for Decoupled Exploration and Exploitation in Multi-armed Bandits COLT 2020
Adaptive Submodular Maximization under Stochastic Item Costs COLT 2020
Logsmooth Gradient Concentration and Tighter Runtimes for Metropolized Hamiltonian Monte Carlo COLT 2020
Fast Uniform Dispersion of a Crash-prone Swarm RSS 2020
Dynamic Multi-Robot Task Allocation under Uncertainty and Temporal Constraints RSS 2020
Variance reduction for Random Coordinate Descent-Langevin Monte Carlo NIPS 2020
On the Convergence of Nesterov’s Accelerated Gradient Method in Stochastic Settings ICML 2020
Random extrapolation for primal-dual coordinate descent ICML 2020
Noise-Contrastive Estimation for Multivariate Point Processes NIPS 2020
Linear Convergence of Randomized Primal-Dual Coordinate Method for Large-scale Linear Constrained Convex Programming ICML 2020
Hybrid Stochastic-Deterministic Minibatch Proximal Gradient: Less-Than-Single-Pass Optimization with Nearly Optimal Generalization ICML 2020