Stochastic Methods

The ensmallen library for flexible numerical optimization JMLR 2021 The Hardness Analysis of Thompson Sampling for Combinatorial Semi-bandits with Greedy Oracle NeurIPS 2021 The Lazy Online Subgradient Algorithm is Universal on Strongly Convex Domains NeurIPS 2021 The Min-Max Complexity of Distributed Stochastic Convex Optimization with Intermittent Communication COLT 2021 Theoretical Analyses of Multi-Objective Evolutionary Algorithms on Multi-Modal Objectives AAAI 2021 Theory of Spectral Method for Union of Subspaces-Based Random Geometry Graph ICML 2021 The Power of Adaptivity for Stochastic Submodular Cover ICML 2021 The Power of Factorial Powers: New Parameter settings for (Stochastic) Optimization ACML 2021 The Role of Momentum Parameters in the Optimal Convergence of Adaptive Polyak's Heavy-ball Methods ICLR 2021 The Smoothed Complexity of Computing Kemeny and Slater Rankings AAAI 2021 The Symmetry between Arms and Knapsacks: A Primal-Dual Approach for Bandits with Knapsacks ICML 2021 Think Global and Act Local: Bayesian Optimisation over High-Dimensional Categorical and Mixed Search Spaces ICML 2021 Thompson Sampling Algorithms for Cascading Bandits JMLR 2021 Thompson Sampling for Bandits with Clustered Arms IJCAI 2021 Thresholded Adaptive Validation: Tuning the Graphical Lasso for Graph Recovery AISTATS 2021 Tight Regret Bounds for Infinite-armed Linear Contextual Bandits AISTATS 2021 Tight sampling and discarding bounds for scenario programs with an arbitrary number of removed samples L4DC 2021 Toward Nearly-Zero-Error Sketching via Compressive Sensing NSDI 2021 Trafilatura: A Web Scraping Library and Command-Line Tool for Text Discovery and Extraction ACL 2021 USCO-Solver: Solving Undetermined Stochastic Combinatorial Optimization Problems NeurIPS 2021 Variance reduction in frequency estimators via control variates method UAI 2021 vqSGD: Vector Quantized Stochastic Gradient Descent AISTATS 2021 Wasserstein Distributional Normalization For Robust Distributional Certification of Noisy Labeled Data ICML 2021 When is particle filtering efficient for planning in partially observed linear dynamical systems? UAI 2021 When to Hedge in Interactive Services NSDI 2021