| Solving the Job Shop Scheduling Problem with Graph Neural Networks: A Customizable Reinforcement Learning Environment | Jun 10, 2025 | Combinatorial OptimizationImitation Learning | CodeCode Available | 2 |
| Learning to Solve Job Shop Scheduling under Uncertainty | Mar 4, 2024 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 2 |
| A Production Scheduling Framework for Reinforcement Learning Under Real-World Constraints | Jun 16, 2025 | Job Shop SchedulingReinforcement Learning (RL) | CodeCode Available | 1 |
| Starjob: Dataset for LLM-Driven Job Shop Scheduling | Feb 26, 2025 | Combinatorial OptimizationJob Shop Scheduling | CodeCode Available | 1 |
| Learning-Guided Rolling Horizon Optimization for Long-Horizon Flexible Job-Shop Scheduling | Feb 18, 2025 | Combinatorial OptimizationJob Shop Scheduling | CodeCode Available | 1 |
| Neural Combinatorial Optimization for Stochastic Flexible Job Shop Scheduling Problems | Dec 18, 2024 | Combinatorial OptimizationJob Shop Scheduling | CodeCode Available | 1 |
| LLMs can Schedule | Aug 13, 2024 | Job Shop SchedulingScheduling | CodeCode Available | 1 |
| Take a Step and Reconsider: Sequence Decoding for Self-Improved Neural Combinatorial Optimization | Jul 24, 2024 | Combinatorial OptimizationDiversity | CodeCode Available | 1 |
| Self-Improvement for Neural Combinatorial Optimization: Sample without Replacement, but Improvement | Mar 22, 2024 | Combinatorial OptimizationImitation Learning | CodeCode Available | 1 |
| Learning Topological Representations with Bidirectional Graph Attention Network for Solving Job Shop Scheduling Problem | Feb 27, 2024 | Graph AttentionJob Shop Scheduling | CodeCode Available | 1 |