Approximation Algorithms

Large-Scale Learning with Fourier Features and Tensor Decompositions NeurIPS 2021 Maximization of Monotone k-Submodular Functions with Bounded Curvature and Non-k-Submodular Functions ACML 2021 On the PTAS for Maximin Shares in an Indivisible Mixed Manna AAAI 2021 Provably Good Solutions to the Knapsack Problem via Neural Networks of Bounded Size AAAI 2021 Revisiting Co-Occurring Directions: Sharper Analysis and Efficient Algorithm for Sparse Matrices AAAI 2021 The Traveling Tournament Problem with Maximum Tour Length Two: A Practical Algorithm with An Improved Approximation Bound IJCAI 2021 Adversarial Blocking Bandits NeurIPS 2020 Defending with Shared Resources on a Network AAAI 2020 Deterministic Approximation for Submodular Maximization over a Matroid in Nearly Linear Time NeurIPS 2020 Efficient Algorithms for Generating Provably Near-Optimal Cluster Descriptors for Explainability AAAI 2020 Fairness in Streaming Submodular Maximization: Algorithms and Hardness NeurIPS 2020 Fast Adaptive Non-Monotone Submodular Maximization Subject to a Knapsack Constraint NeurIPS 2020 Fourier Sparse Leverage Scores and Approximate Kernel Learning NeurIPS 2020 Hierarchical Clustering: A 0.585 Revenue Approximation COLT 2020 Hitting the High Notes: Subset Selection for Maximizing Expected Order Statistics NeurIPS 2020 Improved guarantees and a multiple-descent curve for Column Subset Selection and the Nystrom method NeurIPS 2020 SURF: A Simple, Universal, Robust, Fast Distribution Learning Algorithm NeurIPS 2020 A Graph Theoretic Additive Approximation of Optimal Transport NeurIPS 2019 Approximating the Permanent by Sampling from Adaptive Partitions NeurIPS 2019 Approximation and Hardness of Shift-Bribery AAAI 2019 Combinatorial Algorithms for Optimal Design COLT 2019 Election with Bribed Voter Uncertainty: Hardness and Approximation Algorithm AAAI 2019 Fully Dynamic Consistent Facility Location NeurIPS 2019 Greedy Sampling for Approximate Clustering in the Presence of Outliers NeurIPS 2019 k-Means Clustering of Lines for Big Data NeurIPS 2019