Combinatorial Optimization

Procurement Auctions via Approximately Optimal Submodular Optimization ICML 2025 Proofs as Explanations: Short Certificates for Reliable Predictions COLT 2025 Proportionally Fair Matching via Randomized Rounding AAAI 2025 Quantum Speedup for Hypergraph Sparsification ICML 2025 QuCOOP: A Versatile Framework for Solving Composite and Binary-Parametrised Problems on Quantum Annealers CVPR 2025 Randomized Dimensionality Reduction for Euclidean Maximization and Diversity Measures ICML 2025 Rare Event Detection in Imbalanced Multi-Class Datasets Using an Optimal MIP-Based Ensemble Weighting Approach AAAI 2025 Recovering Labels from Crowdsourced Data: an Optimal and Polynomial-Time Method COLT 2025 Regularized Langevin Dynamics for Combinatorial Optimization ICML 2025 Resource Constrained Pathfinding with Enhanced Bidirectional A* Search AAAI 2025 Rethinking Light Decoder-based Solvers for Vehicle Routing Problems ICLR 2025 Rethinking Neural Multi-Objective Combinatorial Optimization via Neat Weight Embedding ICLR 2025 Revisiting Proportional Allocation with Subsidy: Simplification and Improvements IJCAI 2025 Risk-Aware Task Migration for Multiplex Unmanned Swarm Networks in Adversarial Environments IJCAI 2025 Rolling in Classical Planning with Conditional Effects and Constraints IJCAI 2025 Runtime Analysis of Evolutionary NAS for Multiclass Classification ICML 2025 Scalable Causal Structure Learning via Amortized Conditional Independence Testing CLeaR 2025 Scalable First-order Method for Certifying Optimal k-Sparse GLMs ICML 2025 Scalable Knowledge Refactoring Using Constrained Optimisation AAAI 2025 Scalable Primal Heuristics Using Graph Neural Networks for Combinatorial Optimization (Abstract Reprint) IJCAI 2025 Scalable Quantum-Inspired Optimization Through Dynamic Qubit Compression AAAI 2025 Scaling Combinatorial Optimization Neural Improvement Heuristics with Online Search and Adaptation AAAI 2025 Scenario-Based Robust Optimization of Tree Structures AAAI 2025 Searching for and Avoiding Hidden Sets Using Queries with Local Feedback AAAI 2025 Sequential Stochastic Combinatorial Optimization Using Hierarchal Reinforcement Learning ICLR 2025