Mathematics & Optimization

Bayesian quantile and expectile optimisation UAI 2022 Bayesian spillover graphs for dynamic networks UAI 2022 Bending Graphs: Hierarchical Shape Matching Using Gated Optimal Transport CVPR 2022 Benefits of Permutation-Equivariance in Auction Mechanisms NeurIPS 2022 Best Arm Identification with Safety Constraints AISTATS 2022 Best Heuristic Identification for Constraint Satisfaction IJCAI 2022 Best of Both Worlds Model Selection NeurIPS 2022 Better Best of Both Worlds Bounds for Bandits with Switching Costs NeurIPS 2022 Better Hit the Nail on the Head than Beat around the Bush: Removing Protected Attributes with a Single Projection EMNLP 2022 Better Parameter-Free Stochastic Optimization with ODE Updates for Coin-Betting AAAI 2022 Between Stochastic and Adversarial Online Convex Optimization: Improved Regret Bounds via Smoothness NeurIPS 2022 Beyond black box densities: Parameter learning for the deviated components NeurIPS 2022 Beyond Images: Label Noise Transition Matrix Estimation for Tasks with Lower-Quality Features ICML 2022 Beyond L1: Faster and Better Sparse Models with skglm NeurIPS 2022 Beyond spectral gap: the role of the topology in decentralized learning NeurIPS 2022 Beyond Sub-Gaussian Noises: Sharp Concentration Analysis for Stochastic Gradient Descent JMLR 2022 Beyond Time-Average Convergence: Near-Optimal Uncoupled Online Learning via Clairvoyant Multiplicative Weights Update NeurIPS 2022 Beyond Worst-Case Analysis in Stochastic Approximation: Moment Estimation Improves Instance Complexity ICML 2022 Big-Step-Little-Step: Efficient Gradient Methods for Objectives with Multiple Scales COLT 2022 BILCO: An Efficient Algorithm for Joint Alignment of Time Series NeurIPS 2022 Bilingual Lexicon Induction for Low-Resource Languages using Graph Matching via Optimal Transport EMNLP 2022 Binary independent component analysis: a non-stationarity-based approach UAI 2022 Blocking Influence at Collective Level with Hard Constraints (Student Abstract) AAAI 2022 Body-Decoupled Grounding via Solving: A Novel Approach on the ASP Bottleneck IJCAI 2022 BOME! Bilevel Optimization Made Easy: A Simple First-Order Approach NeurIPS 2022