Stochastic Methods

GBHT: Gradient Boosting Histogram Transform for Density Estimation ICML 2021 Generalized Kings and Single-Elimination Winners in Random Tournaments IJCAI 2021 Generative Adversarial Networks for Markovian Temporal Dynamics: Stochastic Continuous Data Generation ICML 2021 Geometric convergence of elliptical slice sampling ICML 2021 Geometric rates of convergence for kernel-based sampling algorithms UAI 2021 GIBBON: General-purpose Information-Based Bayesian Optimisation JMLR 2021 Graphical Models in Heavy-Tailed Markets NeurIPS 2021 Greedy and Random Quasi-Newton Methods with Faster Explicit Superlinear Convergence NeurIPS 2021 Group testing and local search: is there a computational-statistical gap? COLT 2021 Higher Order Kernel Mean Embeddings to Capture Filtrations of Stochastic Processes NeurIPS 2021 High-Order Langevin Diffusion Yields an Accelerated MCMC Algorithm JMLR 2021 High Probability Complexity Bounds for Line Search Based on Stochastic Oracles NeurIPS 2021 Hogwild! over Distributed Local Data Sets with Linearly Increasing Mini-Batch Sizes AISTATS 2021 Hybrid-order Stochastic Block Model AAAI 2021 Hybrid Regret Bounds for Combinatorial Semi-Bandits and Adversarial Linear Bandits NeurIPS 2021 Identifying Norms from Observation Using MCMC Sampling IJCAI 2021 Implicit Finite-Horizon Approximation and Efficient Optimal Algorithms for Stochastic Shortest Path NeurIPS 2021 Implicit Langevin Algorithms for Sampling From Log-concave Densities JMLR 2021 Improved Analysis of the Tsallis-INF Algorithm in Stochastically Constrained Adversarial Bandits and Stochastic Bandits with Adversarial Corruptions COLT 2021 Improved Guarantees for Offline Stochastic Matching via new Ordered Contention Resolution Schemes NeurIPS 2021 Improved Penalty Method via Doubly Stochastic Gradients for Bilevel Hyperparameter Optimization AAAI 2021 Improved Regret for Zeroth-Order Stochastic Convex Bandits COLT 2021 Improving Conditional Coverage via Orthogonal Quantile Regression NeurIPS 2021 Inference in Stochastic Epidemic Models via Multinomial Approximations AISTATS 2021 Inference of Black Hole Fluid-Dynamics From Sparse Interferometric Measurements ICCV 2021