Mathematics & Optimization

Additive Nonlinear Quantile Regression in Ultra-high Dimension JMLR 2022 A Deep Reinforcement Learning Framework for Column Generation NeurIPS 2022 Adiabatic Quantum Computing for Multi Object Tracking CVPR 2022 A Difference Standardization Method for Mutual Transfer Learning ICML 2022 A Differentially Private Linear-Time fPTAS for the Minimum Enclosing Ball Problem NeurIPS 2022 A Dimensionality Reduction Method for Finding Least Favorable Priors with a Focus on Bregman Divergence AISTATS 2022 A Divide and Conquer Algorithm for Predict+Optimize with Non-convex Problems AAAI 2022 Adversarial Attacks on Gaussian Process Bandits ICML 2022 Adversarially Robust Kernel Smoothing AISTATS 2022 Adversarial Tracking Control via Strongly Adaptive Online Learning with Memory AISTATS 2022 A Fast Algorithm for PAC Combinatorial Pure Exploration AAAI 2022 A fast and accurate splitting method for optimal transport: analysis and implementation ICLR 2022 A Fast Local Search Algorithm for the Latin Square Completion Problem AAAI 2022 A Fast Scale-Invariant Algorithm for Non-negative Least Squares with Non-negative Data NeurIPS 2022 A First Mathematical Runtime Analysis of the Non-dominated Sorting Genetic Algorithm II (NSGA-II) AAAI 2022 A Fourier Approach to Mixture Learning NeurIPS 2022 A framework for bilevel optimization that enables stochastic and global variance reduction algorithms NeurIPS 2022 A Fully Single Loop Algorithm for Bilevel Optimization without Hessian Inverse AAAI 2022 A Functional Information Perspective on Model Interpretation ICML 2022 A generalization of the randomized singular value decomposition ICLR 2022 A gradient estimator via L1-randomization for online zero-order optimization with two point feedback NeurIPS 2022 A gradient sampling method with complexity guarantees for Lipschitz functions in high and low dimensions NeurIPS 2022 A Hierarchical Transitive-Aligned Graph Kernel for Un-attributed Graphs ICML 2022 A Hybrid Evolutionary Algorithm for the Diversified Top-k Weight Clique Search Problem (Student Abstract) AAAI 2022 A Hybrid Quantum-Classical Algorithm for Robust Fitting CVPR 2022