{"total":39,"rows":[{"id":"2402.01145","title":"ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution","created":"2024-02-02","cited_by_count":276,"area":null},{"id":"2310.18264","title":"Learning to Search Feasible and Infeasible Regions of Routing Problems with Flexible Neural k-Opt","created":"2023-10-27","cited_by_count":81,"area":null},{"id":"2309.14032","title":"DeepACO: Neural-enhanced Ant Systems for Combinatorial Optimization","created":"2023-09-25","cited_by_count":78,"area":null},{"id":"2306.17100","title":"RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark","created":"2023-06-29","cited_by_count":71,"area":null},{"id":"2308.14104","title":"Towards Generalizable Neural Solvers for Vehicle Routing Problems via Ensemble with Transferrable Local Policy","created":"2023-08-27","cited_by_count":62,"area":null},{"id":"2403.07041","title":"Ant Colony Sampling with GFlowNets for Combinatorial Optimization","created":"2024-03-11","cited_by_count":53,"area":null},{"id":"2410.21066","title":"Learning to Handle Complex Constraints for Vehicle Routing Problems","created":"2024-10-28","cited_by_count":29,"area":null},{"id":"2406.00415","title":"Neural Combinatorial Optimization Algorithms for Solving Vehicle Routing Problems: A Comprehensive Survey with Perspectives","created":"2024-06-01","cited_by_count":23,"area":null},{"id":"2401.06979","title":"Distance-aware Attention Reshaping: Enhance Generalization of Neural Solver for Large-scale Vehicle Routing Problems","created":"2024-01-13","cited_by_count":15,"area":null},{"id":"2506.02392","title":"Improving Generalization of Neural Combinatorial Optimization for Vehicle Routing Problems via Test-Time Projection Learning","created":"2025-06-03","cited_by_count":12,"area":null},{"id":"2505.13904","title":"Learning to Insert for Constructive Neural Vehicle Routing Solver","created":"2025-05-20","cited_by_count":10,"area":null},{"id":"2405.01906","title":"Instance-Conditioned Adaptation for Large-scale Generalization of Neural Routing Solver","created":"2024-05-03","cited_by_count":9,"area":null},{"id":"2311.07633","title":"Benchmarking PtO and PnO Methods in the Predictive Combinatorial Optimization Regime","created":"2023-11-13","cited_by_count":8,"area":null},{"id":"2408.16717","title":"GREAT: A Graph Edge Attention Network for the Electric Vehicle Routing Problem with Asymmetric Costs","created":"2024-08-29","cited_by_count":8,"area":null},{"id":"2505.24627","title":"Rethinking Neural Combinatorial Optimization for Vehicle Routing Problems with Different Constraint Tightness Degrees","created":"2025-05-30","cited_by_count":8,"area":null},{"id":"2509.23413","title":"URS: A Unified Neural Routing Solver for Cross-Problem Zero-Shot Generalization","created":"2025-09-27","cited_by_count":8,"area":null},{"id":"2409.03811","title":"PARCO: Parallel AutoRegressive Models for Multi-Agent Combinatorial Optimization","created":"2024-09-05","cited_by_count":7,"area":null},{"id":"2507.00218","title":"Learning for routing: A guided review of recent developments and future directions","created":"2025-06-30","cited_by_count":7,"area":null},{"id":"2403.17159","title":"Less Is More -- On the Importance of Sparsification for Transformers and Graph Neural Networks for TSP","created":"2024-03-25","cited_by_count":6,"area":null},{"id":"2402.04915","title":"Moco: A Learnable Meta Optimizer for Combinatorial Optimization","created":"2024-02-07","cited_by_count":5,"area":null},{"id":"2506.16428","title":"EFormer: An Effective Edge-based Transformer for Vehicle Routing Problems","created":"2025-06-19","cited_by_count":5,"area":null},{"id":"2602.21761","title":"Survey on Neural Routing Solvers","created":"2026-02-25","cited_by_count":4,"area":null},{"id":"2602.16012","title":"Towards Efficient Constraint Handling in Neural Solvers for Routing Problems","created":"2026-02-17","cited_by_count":3,"area":null},{"id":"2502.12484","title":"LocalEscaper: A Weakly-supervised Framework with Regional Reconstruction for Scalable Neural TSP Solvers","created":"2025-02-18","cited_by_count":2,"area":null},{"id":"2506.22095","title":"Beyond Simple Graphs: Neural Multi-Objective Routing on Multigraphs","created":"2025-06-27","cited_by_count":2,"area":null},{"id":"2505.15862","title":"Bandit based Dynamic Candidate Edge Selection in Solving Traveling Salesman Problems","created":"2025-05-21","cited_by_count":1,"area":null},{"id":"2508.01774","title":"VAGPO: Vision-augmented Asymmetric Group Preference Optimization for Graph Routing Problems","created":"2025-08-03","cited_by_count":1,"area":null},{"id":"2509.05084","title":"Recurrent State Encoders for Efficient Neural Combinatorial Optimization","created":"2025-09-05","cited_by_count":1,"area":null},{"id":"2603.00430","title":"Efficient Decoder Scaling Strategy for Neural Routing Solvers","created":"2026-02-28","cited_by_count":1,"area":null},{"id":"2605.10122","title":"Rethinking Constraint Awareness for Efficient State Embedding of Neural Routing Solver","created":"2026-05-11","cited_by_count":1,"area":null},{"id":"2405.20042","title":"CycleFormer : TSP Solver Based on Language Modeling","created":"2024-05-30","cited_by_count":0,"area":null},{"id":"2504.01985","title":"Multi-Dimensional AGV Path Planning in 3D Warehouses Using Ant Colony Optimization and Advanced Neural Networks","created":"2025-03-30","cited_by_count":0,"area":null},{"id":"2506.00533","title":"RsGCN: Subgraph-Based Rescaling Enhances Generalization of GCNs for Solving Traveling Salesman Problems","created":"2025-05-31","cited_by_count":0,"area":null},{"id":"2508.02510","title":"On Distributional Dependent Performance of Classical and Neural Routing Solvers","created":"2025-08-04","cited_by_count":0,"area":null},{"id":"2509.24256","title":"Graph Optimization Foundation Model: Tokenizing Graph via A Language-Model Paradigm","created":"2025-09-29","cited_by_count":0,"area":null},{"id":"2602.14676","title":"GREAT-EER: Graph Edge Attention Network for Emergency Evacuation Responses","created":"2026-02-16","cited_by_count":0,"area":null},{"id":"2605.05389","title":"Two-Stage Learned Decomposition for Scalable Routing on Multigraphs","created":"2026-05-06","cited_by_count":0,"area":null},{"id":"2606.19185","title":"AGDN: Learning to Solve Traveling Salesman Problem with Anisotropic Graph Diffusion Network","created":"2026-06-17","cited_by_count":0,"area":null},{"id":"2610.14792","title":"GREAT-ESDD: Graph Edge Attention Network for Effectively Steered Delivery Decisions","created":"2026-10-10","cited_by_count":0,"area":null}],"next_cursor":null}