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Stochastic Methods

2,788 papers

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Papers

One Sample Stochastic Frank-Wolfe AISTATS 2020
Scalable Nonparametric Factorization for High-Order Interaction Events AISTATS 2020
Sublinear Optimal Policy Value Estimation in Contextual Bandits AISTATS 2020
Revisiting Stochastic Extragradient AISTATS 2020
A Framework for Sample Efficient Interval Estimation with Control Variates AISTATS 2020
Optimal $δ$-Correct Best-Arm Selection for Heavy-Tailed Distributions ALT 2020
Sampling Without Compromising Accuracy in Adaptive Data Analysis ALT 2020
An adaptive stochastic optimization algorithm for resource allocation ALT 2020
One Comment from One Perspective: An Effective Strategy for Enhancing Automatic Music Comment COLING 2020
NAYEL at SemEval-2020 Task 12: TF/IDF-Based Approach for Automatic Offensive Language Detection in Arabic Tweets COLING 2020
Second-Order Information in Non-Convex Stochastic Optimization: Power and Limitations COLT 2020
High probability guarantees for stochastic convex optimization COLT 2020
Consistent recovery threshold of hidden nearest neighbor graphs COLT 2020
Efficient Parameter Estimation of Truncated Boolean Product Distributions COLT 2020
On the Convergence of Stochastic Gradient Descent with Low-Rank Projections for Convex Low-Rank Matrix Problems COLT 2020
Logsmooth Gradient Concentration and Tighter Runtimes for Metropolized Hamiltonian Monte Carlo COLT 2020
Adaptive Submodular Maximization under Stochastic Item Costs COLT 2020
Covariance-adapting algorithm for semi-bandits with application to sparse outcomes COLT 2020
Tsallis-INF for Decoupled Exploration and Exploitation in Multi-armed Bandits COLT 2020
How Good is SGD with Random Shuffling? COLT 2020
Wasserstein Control of Mirror Langevin Monte Carlo COLT 2020
Processing effort is a poor predictor of cross-linguistic word order frequency CONLL 2020
Synchronizing Probability Measures on Rotations via Optimal Transport CVPR 2020
Projection & Probability-Driven Black-Box Attack CVPR 2020
OctSqueeze: Octree-Structured Entropy Model for LiDAR Compression CVPR 2020