| RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark | Jun 29, 2023 | Combinatorial OptimizationComputational Efficiency | CodeCode Available | 4 | 5 |
| Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model | Jan 4, 2024 | Combinatorial OptimizationLanguage Modeling | CodeCode Available | 3 | 5 |
| DIFUSCO: Graph-based Diffusion Solvers for Combinatorial Optimization | Feb 16, 2023 | Combinatorial OptimizationDenoising | CodeCode Available | 2 | 5 |
| Triplet Interaction Improves Graph Transformers: Accurate Molecular Graph Learning with Triplet Graph Transformers | Feb 7, 2024 | Drug DiscoveryGraph Learning | CodeCode Available | 2 | 5 |
| Solving Dynamic Traveling Salesman Problems With Deep Reinforcement Learning | Apr 1, 2023 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 2 | 5 |
| A Deep Reinforcement Learning Approach for Solving the Traveling Salesman Problem with Drone | Dec 22, 2021 | Combinatorial OptimizationComputational Efficiency | CodeCode Available | 1 | 5 |
| Combining Reinforcement Learning and Constraint Programming for Combinatorial Optimization | Jun 2, 2020 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 | 5 |
| An Efficient Diffusion-based Non-Autoregressive Solver for Traveling Salesman Problem | Jan 23, 2025 | DenoisingScheduling | CodeCode Available | 1 | 5 |
| ASP: Learn a Universal Neural Solver! | Mar 1, 2023 | Combinatorial OptimizationTraveling Salesman Problem | CodeCode Available | 1 | 5 |
| Ant Colony Optimization for Cooperative Inspection Path Planning Using Multiple Unmanned Aerial Vehicles | Feb 13, 2024 | Traveling Salesman Problem | CodeCode Available | 1 | 5 |
