Stochastic Methods

Bayesian Optimization of Risk Measures NeurIPS 2020 Being Optimistic to Be Conservative: Quickly Learning a CVaR Policy AAAI 2020 Best Arm Identification for Cascading Bandits in the Fixed Confidence Setting ICML 2020 Biased Opinion Dynamics: When the Devil is in the Details IJCAI 2020 Bisection-Based Pricing for Repeated Contextual Auctions against Strategic Buyer ICML 2020 Black-Box Ripper: Copying black-box models using generative evolutionary algorithms NeurIPS 2020 BOSS: Bayesian Optimization over String Spaces NeurIPS 2020 Bounding the expected run-time of nonconvex optimization with early stopping UAI 2020 Breaking Reversibility Accelerates Langevin Dynamics for Non-Convex Optimization NeurIPS 2020 Cakewalk Sampling AAAI 2020 Can Stochastic Zeroth-Order Frank-Wolfe Method Converge Faster for Non-Convex Problems? ICML 2020 CARP: Compression Through Adaptive Recursive Partitioning for Multi-Dimensional Images CVPR 2020 Chaos, Extremism and Optimism: Volume Analysis of Learning in Games NeurIPS 2020 Comb Decoding towards Collision-Free WiFi NSDI 2020 Combinatorial Multi-Armed Bandits with Concave Rewards and Fairness Constraints IJCAI 2020 Communication, Distortion, and Randomness in Metric Voting AAAI 2020 Communication-Efficient Distributed Optimization in Networks with Gradient Tracking and Variance Reduction JMLR 2020 Conditional gradient methods for stochastically constrained convex minimization ICML 2020 Consistent recovery threshold of hidden nearest neighbor graphs COLT 2020 Convergence Rates for the Stochastic Gradient Descent Method for Non-Convex Objective Functions JMLR 2020 CORE: Automatic Molecule Optimization Using Copy & Refine Strategy AAAI 2020 Coresets for Near-Convex Functions NeurIPS 2020 Covariance-adapting algorithm for semi-bandits with application to sparse outcomes COLT 2020 DAve-QN: A Distributed Averaged Quasi-Newton Method with Local Superlinear Convergence Rate AISTATS 2020 Debiasing Distributed Second Order Optimization with Surrogate Sketching and Scaled Regularization NeurIPS 2020