| Sym-NCO: Leveraging Symmetricity for Neural Combinatorial Optimization | May 26, 2022 | Combinatorial OptimizationDeep 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 |
| Pareto Set Learning for Neural Multi-objective Combinatorial Optimization | Mar 29, 2022 | Combinatorial OptimizationTraveling Salesman Problem | CodeCode Available | 1 |
| Improving Ant Colony Optimization Efficiency for Solving Large TSP Instances | Mar 4, 2022 | CPUTraveling Salesman Problem | CodeCode Available | 1 |
| The First AI4TSP Competition: Learning to Solve Stochastic Routing Problems | Jan 25, 2022 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Solving Dynamic Graph Problems with Multi-Attention Deep Reinforcement Learning | Jan 13, 2022 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| A Deep Reinforcement Learning Approach for Solving the Traveling Salesman Problem with Drone | Dec 22, 2021 | Combinatorial OptimizationComputational Efficiency | CodeCode Available | 1 |
| Enhanced Self-Organizing Map Solution for the Traveling Salesman Problem | Dec 3, 2021 | Traveling 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 |
| NeuroLKH: Combining Deep Learning Model with Lin-Kernighan-Helsgaun Heuristic for Solving the Traveling Salesman Problem | Oct 15, 2021 | Traveling Salesman Problem | CodeCode Available | 1 |
| Hybrid Pointer Networks for Traveling Salesman Problems Optimization | Oct 6, 2021 | Combinatorial OptimizationGraph Embedding | CodeCode Available | 1 |
| Learning to Iteratively Solve Routing Problems with Dual-Aspect Collaborative Transformer | Oct 6, 2021 | Traveling Salesman Problem | CodeCode Available | 1 |
| A New Constructive Heuristic driven by Machine Learning for the Traveling Salesman Problem | Aug 17, 2021 | BIG-bench Machine LearningTraveling Salesman Problem | CodeCode Available | 1 |
| Exact and Heuristic Approaches to Drone Delivery Problems | Jul 29, 2021 | Traveling Salesman Problem | CodeCode Available | 1 |
| Solve routing problems with a residual edge-graph attention neural network | May 6, 2021 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| The Transformer Network for the Traveling Salesman Problem | Mar 4, 2021 | Traveling Salesman Problem | CodeCode Available | 1 |
| Generalize a Small Pre-trained Model to Arbitrarily Large TSP Instances | Dec 19, 2020 | Graph SamplingReinforcement Learning (RL) | 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 |
| Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization | Jun 2, 2020 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Exploring the Loss Landscape in Neural Architecture Search | May 6, 2020 | Combinatorial OptimizationDenoising | CodeCode Available | 1 |
| Learning 2-opt Heuristics for the Traveling Salesman Problem via Deep Reinforcement Learning | Apr 3, 2020 | Deep LearningDeep Reinforcement Learning | CodeCode Available | 1 |
| Differentiation of Blackbox Combinatorial Solvers | Dec 4, 2019 | Traveling Salesman Problem | CodeCode Available | 1 |
| Combinatorial Optimization by Graph Pointer Networks and Hierarchical Reinforcement Learning | Nov 12, 2019 | Combinatorial OptimizationGraph Embedding | CodeCode Available | 1 |
| Neural Combinatorial Optimization with Reinforcement Learning | Nov 29, 2016 | Combinatorial Optimizationreinforcement-learning | CodeCode Available | 1 |
| A Powerful Genetic Algorithm for Traveling Salesman Problem | Feb 19, 2014 | Traveling Salesman Problem | CodeCode Available | 1 |
