| Differentiation of Blackbox Combinatorial Solvers | Dec 4, 2019 | Traveling Salesman Problem | CodeCode Available | 1 |
| Solving Dynamic Graph Problems with Multi-Attention Deep Reinforcement Learning | Jan 13, 2022 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Combining Reinforcement Learning with Lin-Kernighan-Helsgaun Algorithm for the Traveling Salesman Problem | Dec 8, 2020 | Combinatorial OptimizationQ-Learning | CodeCode Available | 1 |
| Sym-NCO: Leveraging Symmetricity for Neural Combinatorial Optimization | May 26, 2022 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| The First AI4TSP Competition: Learning to Solve Stochastic Routing Problems | Jan 25, 2022 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization | Jun 2, 2020 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| CycleFormer : TSP Solver Based on Language Modeling | May 30, 2024 | DecoderLanguage Modeling | CodeCode Available | 1 |
| DIMES: A Differentiable Meta Solver for Combinatorial Optimization Problems | Oct 8, 2022 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Ant Colony Optimization for Cooperative Inspection Path Planning Using Multiple Unmanned Aerial Vehicles | Feb 13, 2024 | Traveling Salesman Problem | CodeCode Available | 1 |
| DualOpt: A Dual Divide-and-Optimize Algorithm for the Large-scale Traveling Salesman Problem | Jan 15, 2025 | Computational EfficiencyTraveling Salesman Problem | CodeCode Available | 1 |
| Enhanced Self-Organizing Map Solution for the Traveling Salesman Problem | Dec 3, 2021 | Traveling Salesman Problem | CodeCode Available | 1 |
| A Powerful Genetic Algorithm for Traveling Salesman Problem | Feb 19, 2014 | Traveling Salesman Problem | CodeCode Available | 1 |
| Can Large Language Models Solve Robot Routing? | Mar 16, 2024 | Code GenerationText-to-Code Generation | CodeCode Available | 1 |
| Improving Ant Colony Optimization Efficiency for Solving Large TSP Instances | Mar 4, 2022 | CPUTraveling Salesman Problem | CodeCode Available | 1 |
| iMTSP: Solving Min-Max Multiple Traveling Salesman Problem with Imperative Learning | May 1, 2024 | Bilevel OptimizationTraveling Salesman Problem | CodeCode Available | 1 |
| Learning Collaborative Policies to Solve NP-hard Routing Problems | Oct 26, 2021 | Deep Reinforcement LearningTraveling Salesman Problem | CodeCode Available | 1 |
| ASP: Learn a Universal Neural Solver! | Mar 1, 2023 | Combinatorial OptimizationTraveling Salesman Problem | CodeCode Available | 1 |
| An Efficient Diffusion-based Non-Autoregressive Solver for Traveling Salesman Problem | Jan 23, 2025 | DenoisingScheduling | CodeCode Available | 1 |
| Learning to Search Feasible and Infeasible Regions of Routing Problems with Flexible Neural k-Opt | Oct 27, 2023 | Data AugmentationDecoder | CodeCode Available | 1 |
| Exploring the Loss Landscape in Neural Architecture Search | May 6, 2020 | Combinatorial OptimizationDenoising | CodeCode Available | 1 |
| Moco: A Learnable Meta Optimizer for Combinatorial Optimization | Feb 7, 2024 | Combinatorial OptimizationGraph Neural Network | CodeCode Available | 1 |
| Hybrid Pointer Networks for Traveling Salesman Problems Optimization | Oct 6, 2021 | Combinatorial OptimizationGraph Embedding | CodeCode Available | 1 |
| Combinatorial Optimization by Graph Pointer Networks and Hierarchical Reinforcement Learning | Nov 12, 2019 | Combinatorial OptimizationGraph Embedding | CodeCode Available | 1 |
| Pointerformer: Deep Reinforced Multi-Pointer Transformer for the Traveling Salesman Problem | Apr 19, 2023 | DecoderDeep Reinforcement Learning | CodeCode Available | 1 |
| Word Tour: One-dimensional Word Embeddings via the Traveling Salesman Problem | May 4, 2022 | Document ClassificationTraveling Salesman Problem | CodeCode Available | 1 |