{"total":21,"rows":[{"id":"2410.21066","title":"Learning to Handle Complex Constraints for Vehicle Routing Problems","created":"2024-10-28","cited_by_count":29,"area":null},{"id":"2503.03137","title":"Learning to Reduce Search Space for Generalizable Neural Routing Solver","created":"2025-03-05","cited_by_count":14,"area":null},{"id":"2406.19705","title":"DISCO: Efficient Diffusion Solver for Large-Scale Combinatorial Optimization Problems","created":"2024-06-28","cited_by_count":11,"area":null},{"id":"2503.16159","title":"RRNCO: Towards Real-World Routing with Neural Combinatorial Optimization","created":"2025-03-20","cited_by_count":11,"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":"2410.04968","title":"Collaboration! Towards Robust Neural Methods for Routing Problems","created":"2024-10-07","cited_by_count":9,"area":null},{"id":"2512.22991","title":"Fusion or Confusion? Multimodal Complexity Is Not All You Need","created":"2025-12-28","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":"2411.09238","title":"Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers","created":"2024-11-14","cited_by_count":3,"area":null},{"id":"2506.06634","title":"GELD: A Unified Neural Model for Efficiently Solving Traveling Salesman Problems Across Different Scales","created":"2025-06-07","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":"2602.08210","title":"CADO: From Imitation to Cost Minimization for Heatmap-based Solvers in Combinatorial Optimization","created":"2026-02-09","cited_by_count":2,"area":null},{"id":"2502.19377","title":"Preference-Based Gradient Estimation for ML-Guided Approximate Combinatorial Optimization","created":"2025-02-26","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":"2506.16732","title":"On Training-Test (Mis)alignment in Unsupervised Combinatorial Optimization: Observation, Empirical Exploration, and Analysis","created":"2025-06-20","cited_by_count":0,"area":null},{"id":"2508.08659","title":"Hybrid Node-Destroyer Model with Large Neighborhood Search for Solving the Capacitated Vehicle Routing Problem","created":"2025-08-12","cited_by_count":0,"area":null},{"id":"2512.15800","title":"Edge-wise Topological Divergence Gaps: Guiding Search in Combinatorial Optimization","created":"2025-12-16","cited_by_count":0,"area":null},{"id":"2601.19041","title":"HeatACO: A Heatmap-Guided Max--Min Ant System for Large-Scale Travelling Salesman Problems","created":"2026-01-26","cited_by_count":0,"area":null},{"id":"2607.03791","title":"TSP with Predictions: Heatmap to Tour with Provable Guarantees","created":"2026-07-04","cited_by_count":0,"area":null},{"id":"2607.12127","title":"Connected by Construction: Learning Tractable Near-Tour Marginals for Traveling Salesman Problems","created":"2026-07-13","cited_by_count":0,"area":null},{"id":"2609.25728","title":"Self-Supervised Combinatorial Optimization with Constraints via Frank-Wolfe","created":"2026-09-22","cited_by_count":0,"area":null}],"next_cursor":null}