| RL4CO: an Extensive Reinforcement Learning for Combinatorial Optimization Benchmark | Jun 29, 2023 | Combinatorial OptimizationComputational Efficiency | CodeCode Available | 4 |
| Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model | Jan 4, 2024 | Combinatorial OptimizationLanguage Modeling | CodeCode Available | 3 |
| Triplet Interaction Improves Graph Transformers: Accurate Molecular Graph Learning with Triplet Graph Transformers | Feb 7, 2024 | Drug DiscoveryGraph Learning | CodeCode Available | 2 |
| Solving Dynamic Traveling Salesman Problems With Deep Reinforcement Learning | Apr 1, 2023 | Deep Reinforcement Learningreinforcement-learning | CodeCode Available | 2 |
| DIFUSCO: Graph-based Diffusion Solvers for Combinatorial Optimization | Feb 16, 2023 | Combinatorial OptimizationDenoising | CodeCode Available | 2 |
| An Efficient Diffusion-based Non-Autoregressive Solver for Traveling Salesman Problem | Jan 23, 2025 | DenoisingScheduling | 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 |
| Learning to Handle Complex Constraints for Vehicle Routing Problems | Oct 28, 2024 | DecoderTraveling Salesman Problem | CodeCode Available | 1 |
| Learning to Solve Combinatorial Optimization under Positive Linear Constraints via Non-Autoregressive Neural Networks | Sep 6, 2024 | Combinatorial OptimizationTraveling Salesman Problem | CodeCode Available | 1 |
| CycleFormer : TSP Solver Based on Language Modeling | May 30, 2024 | DecoderLanguage Modeling | CodeCode Available | 1 |
