{"total":108,"rows":[{"id":"2302.08224","title":"DIFUSCO: Graph-based Diffusion Solvers for Combinatorial Optimization","created":"2023-02-16","cited_by_count":221,"area":"diffusion"},{"id":"2310.07985","title":"Neural Combinatorial Optimization with Heavy Decoder: Toward Large Scale Generalization","created":"2023-10-12","cited_by_count":142,"area":null},{"id":"2210.04123","title":"DIMES: A Differentiable Meta Solver for Combinatorial Optimization Problems","created":"2022-10-08","cited_by_count":129,"area":null},{"id":"2205.13209","title":"Sym-NCO: Leveraging Symmetricity for Neural Combinatorial Optimization","created":"2022-05-26","cited_by_count":119,"area":null},{"id":"2312.08224","title":"GLOP: Learning Global Partition and Local Construction for Solving Large-scale Routing Problems in Real-time","created":"2023-12-13","cited_by_count":85,"area":null},{"id":"2207.06190","title":"Simulation-guided Beam Search for Neural Combinatorial Optimization","created":"2022-07-13","cited_by_count":84,"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":"2305.19587","title":"Towards Omni-generalizable Neural Methods for Vehicle Routing Problems","created":"2023-05-31","cited_by_count":69,"area":null},{"id":"2210.07686","title":"Learning Generalizable Models for Vehicle Routing Problems via Knowledge Distillation","created":"2022-10-14","cited_by_count":62,"area":"distill"},{"id":"2203.15386","title":"Pareto Set Learning for Neural Multi-objective Combinatorial Optimization","created":"2022-03-29","cited_by_count":56,"area":null},{"id":"2406.15007","title":"RouteFinder: Towards Foundation Models for Vehicle Routing Problems","created":"2024-06-21","cited_by_count":55,"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":"2304.09407","title":"Pointerformer: Deep Reinforced Multi-Pointer Transformer for the Traveling Salesman Problem","created":"2023-04-19","cited_by_count":50,"area":null},{"id":"2406.15079","title":"GOAL: A Generalist Combinatorial Optimization Agent Learner","created":"2024-06-21","cited_by_count":42,"area":null},{"id":"2311.13569","title":"Combinatorial Optimization with Policy Adaptation using Latent Space Search","created":"2023-11-13","cited_by_count":41,"area":null},{"id":"2503.00753","title":"Rethinking Light Decoder-based Solvers for Vehicle Routing Problems","created":"2025-03-02","cited_by_count":37,"area":"deeprl"},{"id":"2402.14048","title":"PolyNet: Learning Diverse Solution Strategies for Neural Combinatorial Optimization","created":"2024-02-21","cited_by_count":35,"area":"deeprl"},{"id":"2403.15180","title":"Self-Improvement for Neural Combinatorial Optimization: Sample without Replacement, but Improvement","created":"2024-03-22","cited_by_count":34,"area":"deeprl"},{"id":"2207.05984","title":"Unsupervised Learning for Combinatorial Optimization with Principled Objective Relaxation","created":"2022-07-13","cited_by_count":32,"area":null},{"id":"2202.07241","title":"Learning to Solve Routing Problems via Distributionally Robust Optimization","created":"2022-02-15","cited_by_count":31,"area":null},{"id":"2204.11399","title":"Efficient Neural Neighborhood Search for Pickup and Delivery Problems","created":"2022-04-25","cited_by_count":29,"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":"2404.11677","title":"Cross-Problem Learning for Solving Vehicle Routing Problems","created":"2024-04-17","cited_by_count":24,"area":null},{"id":"2406.03503","title":"Position: Rethinking Post-Hoc Search-Based Neural Approaches for Solving Large-Scale Traveling Salesman Problems","created":"2024-06-02","cited_by_count":24,"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":"2310.15196","title":"Efficient Meta Neural Heuristic for Multi-Objective Combinatorial Optimization","created":"2023-10-22","cited_by_count":21,"area":null},{"id":"2501.06773","title":"Pareto Set Learning for Multi-Objective Reinforcement Learning","created":"2025-01-12","cited_by_count":20,"area":"deeprl"},{"id":"2206.13181","title":"Learning to Control Local Search for Combinatorial Optimization","created":"2022-06-27","cited_by_count":18,"area":null},{"id":"2405.17272","title":"DPN: Decoupling Partition and Navigation for Neural Solvers of Min-max Vehicle Routing Problems","created":"2024-05-27","cited_by_count":18,"area":null},{"id":"2205.02453","title":"Learning to Solve Vehicle Routing Problems: A Survey","created":"2022-05-05","cited_by_count":16,"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":"2501.03715","title":"Neural Deconstruction Search for Vehicle Routing Problems","created":"2025-01-07","cited_by_count":15,"area":null},{"id":"2502.16170","title":"Destroy and Repair Using Hyper Graphs for Routing","created":"2025-02-22","cited_by_count":14,"area":null},{"id":"2503.07580","title":"BOPO: Neural Combinatorial Optimization via Best-anchored and Objective-guided Preference Optimization","created":"2025-03-10","cited_by_count":14,"area":"alignment"},{"id":"2310.15195","title":"Neural Multi-Objective Combinatorial Optimization with Diversity Enhancement","created":"2023-10-22","cited_by_count":13,"area":null},{"id":"2201.06268","title":"Continual Transformers: Redundancy-Free Attention for Online Inference","created":"2022-01-17","cited_by_count":12,"area":null},{"id":"2207.03876","title":"Reinforced Lin-Kernighan-Helsgaun Algorithms for the Traveling Salesman Problems","created":"2022-07-08","cited_by_count":12,"area":null},{"id":"2307.12551","title":"Continuation Path Learning for Homotopy Optimization","created":"2023-07-24","cited_by_count":12,"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":"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":"2505.08735","title":"Preference Optimization for Combinatorial Optimization Problems","created":"2025-05-13","cited_by_count":11,"area":"alignment"},{"id":"2408.03585","title":"Hierarchical Neural Constructive Solver for Real-world TSP Scenarios","created":"2024-08-07","cited_by_count":10,"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":"2501.13767","title":"An Efficient Diffusion-based Non-Autoregressive Solver for Traveling Salesman Problem","created":"2025-01-23","cited_by_count":9,"area":"diffusion"},{"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":"2603.03388","title":"RADAR: Learning to Route with Asymmetry-aware DistAnce Representations","created":"2026-03-03","cited_by_count":8,"area":null},{"id":"2303.02442","title":"Neural Airport Ground Handling","created":"2023-03-04","cited_by_count":7,"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":"2510.07073","title":"VRPAgent: LLM-Driven Discovery of Heuristic Operators for Vehicle Routing Problems","created":"2025-10-08","cited_by_count":7,"area":null},{"id":"2510.21453","title":"Multi-Task Vehicle Routing Solver via Mixture of Specialized Experts under State-Decomposable MDP","created":"2025-10-24","cited_by_count":7,"area":null},{"id":"2309.17089","title":"Too Big, so Fail? -- Enabling Neural Construction Methods to Solve Large-Scale Routing Problems","created":"2023-09-29","cited_by_count":6,"area":null},{"id":"2601.20539","title":"PathWise: Planning through World Model for Automated Heuristic Design via Self-Evolving LLMs","created":"2026-01-28","cited_by_count":6,"area":"wm"},{"id":"2310.04140","title":"Routing Arena: A Benchmark Suite for Neural Routing Solvers","created":"2023-10-06","cited_by_count":5,"area":null},{"id":"2310.05309","title":"Optimizing Solution-Samplers for Combinatorial Problems: The Landscape of Policy-Gradient Methods","created":"2023-10-08","cited_by_count":5,"area":null},{"id":"2310.09686","title":"Enhancing Column Generation by Reinforcement Learning-Based Hyper-Heuristic for Vehicle Routing and Scheduling Problems","created":"2023-10-15","cited_by_count":5,"area":null},{"id":"2405.13947","title":"Leader Reward for POMO-Based Neural Combinatorial Optimization","created":"2024-05-22","cited_by_count":5,"area":"deeprl"},{"id":"2410.09693","title":"Neural Solver Selection for Combinatorial Optimization","created":"2024-10-13","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":"2507.01037","title":"Learning to Segment for Vehicle Routing Problems","created":"2025-06-22","cited_by_count":5,"area":null},{"id":"2206.00383","title":"Neural Improvement Heuristics for Graph Combinatorial Optimization Problems","created":"2022-06-01","cited_by_count":4,"area":null},{"id":"2303.13117","title":"RLOR: A Flexible Framework of Deep Reinforcement Learning for Operation Research","created":"2023-03-23","cited_by_count":4,"area":null},{"id":"2406.09899","title":"Learning Solution-Aware Transformers for Efficiently Solving Quadratic Assignment Problem","created":"2024-06-14","cited_by_count":4,"area":null},{"id":"2509.23189","title":"AutoEP: LLMs-Driven Automation of Hyperparameter Evolution for Metaheuristic Algorithms","created":"2025-09-27","cited_by_count":4,"area":null},{"id":"2602.21761","title":"Survey on Neural Routing Solvers","created":"2026-02-25","cited_by_count":4,"area":null},{"id":"2212.08101","title":"Learning to repeatedly solve routing problems","created":"2022-12-15","cited_by_count":3,"area":null},{"id":"2310.12387","title":"Learning to Optimise Climate Sensor Placement using a Transformer","created":"2023-10-18","cited_by_count":3,"area":null},{"id":"2404.05894","title":"Learning Heuristics for Transit Network Design and Improvement with Deep Reinforcement Learning","created":"2024-04-08","cited_by_count":3,"area":"deeprl"},{"id":"2408.02207","title":"MARCO: A Memory-Augmented Reinforcement Framework for Combinatorial Optimization","created":"2024-08-05","cited_by_count":3,"area":null},{"id":"2507.21386","title":"Efficient Neural Combinatorial Optimization Solver for the Min-max Heterogeneous Capacitated Vehicle Routing Problem","created":"2025-07-28","cited_by_count":3,"area":null},{"id":"2510.22131","title":"Probing Neural Combinatorial Optimization Models","created":"2025-10-25","cited_by_count":3,"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":"2603.23838","title":"Learning-guided Prioritized Planning for Lifelong Multi-Agent Path Finding in Warehouse Automation","created":"2026-03-25","cited_by_count":3,"area":null},{"id":"2405.08604","title":"Context-aware Diversity Enhancement for Neural Multi-Objective Combinatorial Optimization","created":"2024-05-14","cited_by_count":2,"area":null},{"id":"2412.10163","title":"Scaling Combinatorial Optimization Neural Improvement Heuristics with Online Search and Adaptation","created":"2024-12-13","cited_by_count":2,"area":"deeprl"},{"id":"2503.12662","title":"TuneNSearch: a hybrid transfer learning and local search approach for solving vehicle routing problems","created":"2025-03-16","cited_by_count":2,"area":null},{"id":"2504.06126","title":"Accelerating Vehicle Routing via AI-Initialized Genetic Algorithms","created":"2025-04-08","cited_by_count":2,"area":"deeprl"},{"id":"2508.11679","title":"Lifelong Learner: Discovering Versatile Neural Solvers for Vehicle Routing Problems","created":"2025-08-08","cited_by_count":2,"area":null},{"id":"2203.01298","title":"Pareto Frontier Approximation Network (PA-Net) to Solve Bi-objective TSP","created":"2022-03-02","cited_by_count":1,"area":null},{"id":"2309.15775","title":"Learning the Efficient Frontier","created":"2023-09-27","cited_by_count":1,"area":null},{"id":"2403.07917","title":"A Neural-Evolutionary Algorithm for Autonomous Transit Network Design","created":"2024-02-27","cited_by_count":1,"area":null},{"id":"2505.19315","title":"Demand Selection for VRP with Emission Quota","created":"2025-05-25","cited_by_count":1,"area":null},{"id":"2506.16931","title":"Multimodal Fused Learning for Solving the Generalized Traveling Salesman Problem in Robotic Task Planning","created":"2025-06-20","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":"2405.20042","title":"CycleFormer : TSP Solver Based on Language Modeling","created":"2024-05-30","cited_by_count":0,"area":null},{"id":"2506.09404","title":"Synergizing Reinforcement Learning and Genetic Algorithms for Neural Combinatorial Optimization","created":"2025-06-11","cited_by_count":0,"area":"deeprl"},{"id":"2508.14071","title":"Edge-Selector Model Applied for Local Search Neighborhood for Solving Vehicle Routing Problems","created":"2025-08-12","cited_by_count":0,"area":null},{"id":"2510.03065","title":"A Unified Deep Reinforcement Learning Approach for Close Enough Traveling Salesman Problem","created":"2025-10-03","cited_by_count":0,"area":"deeprl"},{"id":"2511.07850","title":"GAMA: A Neural Neighborhood Search Method with Graph-aware Multi-modal Attention for Vehicle Routing Problem","created":"2025-11-11","cited_by_count":0,"area":null},{"id":"2512.11187","title":"Deep Learning--Accelerated Multi-Start Large Neighborhood Search for Real-time Freight Bundling","created":"2025-12-12","cited_by_count":0,"area":null},{"id":"2604.06940","title":"A First Guess is Rarely the Final Answer: Learning to Search in the Traveling Salesperson Problem","created":"2026-04-08","cited_by_count":0,"area":null},{"id":"2604.28102","title":"FiLMMeD: Feature-wise Linear Modulation for Cross-Problem Multi-Depot Vehicle Routing","created":"2026-04-30","cited_by_count":0,"area":null},{"id":"2605.06332","title":"LINC: Decoupling Local Consequence Scoring from Hidden Matching in Constructive Neural Routing","created":"2026-05-07","cited_by_count":0,"area":null},{"id":"2605.11910","title":"Rethinking Positional Encoding for Neural Vehicle Routing","created":"2026-05-12","cited_by_count":0,"area":null},{"id":"2605.20618","title":"COAgents: Multi-Agent Framework to Learn and Navigate Routing Problems Search Space","created":"2026-05-20","cited_by_count":0,"area":null}],"next_cursor":"100"}