Discrete Optimization

FlexPlanner: Flexible 3D Floorplanning via Deep Reinforcement Learning in Hybrid Action Space with Multi-Modality Representation NeurIPS 2024 Fusing Conditional Submodular GAN and Programmatic Weak Supervision AAAI 2024 Graph Clustering Methods Derived from Column Subset Selection (Student Abstract) AAAI 2024 Guide to Numerical Experiments on Elections in Computational Social Choice IJCAI 2024 Identification for Tree-Shaped Structural Causal Models in Polynomial Time AAAI 2024 Improved Metric Distortion via Threshold Approvals AAAI 2024 INFORMEDQX: Informed Conflict Detection for Over-Constrained Problems AAAI 2024 Learning-Augmented Dynamic Submodular Maximization NeurIPS 2024 Learning Cut Generating Functions for Integer Programming NeurIPS 2024 Learning Diffusions under Uncertainty AAAI 2024 Learning Plaintext-Ciphertext Cryptographic Problems via ANF-based SAT Instance Representation NeurIPS 2024 Learning Small Decision Trees with Few Outliers: A Parameterized Perspective AAAI 2024 Learning to Remove Cuts in Integer Linear Programming ICML 2024 Learning to Stop Cut Generation for Efficient Mixed-Integer Linear Programming AAAI 2024 Limited Query Graph Connectivity Test AAAI 2024 LP-based Construction of DC Decompositions for Efficient Inference of Markov Random Fields AISTATS 2024 MILP-StuDio: MILP Instance Generation via Block Structure Decomposition NeurIPS 2024 Multidimensional Fractional Programming for Normalized Cuts NeurIPS 2024 Multi-Stage Predict+Optimize for (Mixed Integer) Linear Programs NeurIPS 2024 Nearly Equitable Allocations beyond Additivity and Monotonicity AAAI 2024 New Classes of the Greedy-Applicable Arm Feature Distributions in the Sparse Linear Bandit Problem AAAI 2024 Non-Convex Joint Community Detection and Group Synchronization via Generalized Power Method AISTATS 2024 No-Regret M${}^{\natural}$-Concave Function Maximization: Stochastic Bandit Algorithms and NP-Hardness of Adversarial Full-Information Setting NeurIPS 2024 Online Submodular Maximization via Online Convex Optimization AAAI 2024 On Sparse Canonical Correlation Analysis NeurIPS 2024