combinatorial optimization

Thompson Sampling for Real-Valued Combinatorial Pure Exploration of Multi-Armed Bandit AAAI 2024 Threshold-Based Responsive Simulated Annealing for Directed Feedback Vertex Set Problem AAAI 2024 Towards a Theory of Machine Learning on Graphs and its Applications in Combinatorial Optimization IJCAI 2024 Towards Efficient and Optimal Covariance-Adaptive Algorithms for Combinatorial Semi-Bandits NeurIPS 2024 Towards Generalizable Neural Solvers for Vehicle Routing Problems via Ensemble with Transferrable Local Policy IJCAI 2024 Towards Optimal Subsidy Bounds for Envy-Freeable Allocations AAAI 2024 UDC: A Unified Neural Divide-and-Conquer Framework for Large-Scale Combinatorial Optimization Problems NeurIPS 2024 Unveiling the Lexical Sensitivity of LLMs: Combinatorial Optimization for Prompt Enhancement EMNLP 2024 Warm-starting Push-Relabel NeurIPS 2024 Weighted Envy-Freeness for Submodular Valuations AAAI 2024 Welfare Loss in Connected Resource Allocation IJCAI 2024 AC-Band: A Combinatorial Bandit-Based Approach to Algorithm Configuration AAAI 2023 Adaptive Constraint Partition Based Optimization Framework for Large-Scale Integer Linear Programming (Student Abstract) AAAI 2023 A Deep Instance Generative Framework for MILP Solvers Under Limited Data Availability NeurIPS 2023 A Dynamical Systems Perspective on Discrete Optimization L4DC 2023 A Fast Maximum k-Plex Algorithm Parameterized by the Degeneracy Gap IJCAI 2023 A Formal Perspective on Byte-Pair Encoding ACL 2023 A Framework to Design Approximation Algorithms for Finding Diverse Solutions in Combinatorial Problems AAAI 2023 A GNN-Guided Predict-and-Search Framework for Mixed-Integer Linear Programming ICLR 2023 Algorithmics of Egalitarian versus Equitable Sequences of Committees IJCAI 2023 An Improved Approximation Algorithm for Wage Determination and Online Task Allocation in Crowd-Sourcing AAAI 2023 An Optimization-based Approach To Node Role Discovery in Networks: Approximating Equitable Partitions NeurIPS 2023 A Novel Integer Linear Programming Approach for Global L0 Minimization JMLR 2023 Answering Complex Logical Queries on Knowledge Graphs via Query Computation Tree Optimization ICML 2023 Approximately Optimal Core Shapes for Tensor Decompositions ICML 2023