Combinatorial Optimization

Constrained Discrete Black-Box Optimization using Mixed-Integer Programming ICML 2022 Constrained Prescriptive Trees via Column Generation AAAI 2022 Controlling Epidemic Spread using Probabilistic Diffusion Models on Networks AISTATS 2022 Coresets for Data Discretization and Sine Wave Fitting AISTATS 2022 Correlation Clustering via Strong Triadic Closure Labeling: Fast Approximation Algorithms and Practical Lower Bounds ICML 2022 Decision-Focused Learning: Through the Lens of Learning to Rank ICML 2022 Decomposition Methods for Solving Scheduling Problem Using Answer Set Programming IJCAI 2022 Deep Attentive Belief Propagation: Integrating Reasoning and Learning for Solving Constraint Optimization Problems NeurIPS 2022 Deep Cooperation of CDCL and Local Search for SAT (Extended Abstract) IJCAI 2022 Deletion Robust Submodular Maximization over Matroids ICML 2022 Dependent randomized rounding for clustering and partition systems with knapsack constraints JMLR 2022 Differentially Private Densest Subgraph AISTATS 2022 DIMES: A Differentiable Meta Solver for Combinatorial Optimization Problems NeurIPS 2022 Discrete-Convex-Analysis-Based Framework for Warm-Starting Algorithms with Predictions NeurIPS 2022 Disentangling the Computational Complexity of Network Untangling IJCAI 2022 DPCD: Discrete Principal Coordinate Descent for Binary Variable Problems AAAI 2022 Dynamic Car Dispatching and Pricing: Revenue and Fairness for Ridesharing Platforms IJCAI 2022 Dynamic Fair Division with Partial Information NeurIPS 2022 Dynamic relocation in ridesharing via fixpoint construction UAI 2022 Efficient Active Search for Combinatorial Optimization Problems ICLR 2022 Efficient Algorithms for Monotone Non-Submodular Maximization with Partition Matroid Constraint IJCAI 2022 Efficient and accurate top-k recovery from choice data UAI 2022 Efficient and Stable Fully Dynamic Facility Location NeurIPS 2022 Efficient Encoding of Cost Optimal Delete-Free Planning as SAT AAAI 2022 Efficient Submodular Optimization under Noise: Local Search is Robust NeurIPS 2022