Mathematics & Optimization

Best of many worlds: Robust model selection for online supervised learning AISTATS 2019 Better Algorithms for Stochastic Bandits with Adversarial Corruptions COLT 2019 Better generalization with less data using robust gradient descent ICML 2019 Beyond Adaptive Submodularity: Approximation Guarantees of Greedy Policy with Adaptive Submodularity Ratio ICML 2019 Beyond Alternating Updates for Matrix Factorization with Inertial Bregman Proximal Gradient Algorithms NeurIPS 2019 Beyond Backprop: Online Alternating Minimization with Auxiliary Variables ICML 2019 Beyond Gradient Descent for Regularized Segmentation Losses CVPR 2019 Beyond Online Balanced Descent: An Optimal Algorithm for Smoothed Online Optimization NeurIPS 2019 Beyond the Chinese Restaurant and Pitman-Yor processes: Statistical Models with double power-law behavior ICML 2019 Beyond Volumetric Albedo -- A Surface Optimization Framework for Non-Line-Of-Sight Imaging CVPR 2019 Bézier Simplex Fitting: Describing Pareto Fronts of´ Simplicial Problems with Small Samples in Multi-Objective Optimization AAAI 2019 Binarsity: a penalization for one-hot encoded features in linear supervised learning JMLR 2019 BiOWA for Preference Aggregation with Bipolar Scales: Application to Fair Optimization in Combinatorial Domains IJCAI 2019 Blended Conditonal Gradients ICML 2019 Blended Matching Pursuit NeurIPS 2019 Blind Demixing via Wirtinger Flow with Random Initialization AISTATS 2019 Blink: Fast Connectivity Recovery Entirely in the Data Plane NSDI 2019 Block Belief Propagation for Parameter Learning in Markov Random Fields AAAI 2019 Block Coordinate Regularization by Denoising NeurIPS 2019 Blocking Bandits NeurIPS 2019 Block Stability for MAP Inference AISTATS 2019 Bootstrapping Upper Confidence Bound NeurIPS 2019 Borda Count in Collective Decision Making: A Summary of Recent Results AAAI 2019 Bottleneck Potentials in Markov Random Fields ICCV 2019 Bounding Inefficiency of Equilibria in Continuous Actions Games using Submodularity and Curvature AISTATS 2019