| Learning to Solve Job Shop Scheduling under Uncertainty | Mar 4, 2024 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 2 |
| Solving the Job Shop Scheduling Problem with Graph Neural Networks: A Customizable Reinforcement Learning Environment | Jun 10, 2025 | Combinatorial OptimizationImitation Learning | CodeCode Available | 2 |
| Starjob: Dataset for LLM-Driven Job Shop Scheduling | Feb 26, 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 |
| Self-Improvement for Neural Combinatorial Optimization: Sample without Replacement, but Improvement | Mar 22, 2024 | Combinatorial OptimizationImitation Learning | CodeCode Available | 1 |
| An End-to-End Reinforcement Learning Approach for Job-Shop Scheduling Problems Based on Constraint Programming | Jun 9, 2023 | Combinatorial OptimizationFeature Engineering | CodeCode Available | 1 |
| Job Shop Scheduling via Deep Reinforcement Learning: a Sequence to Sequence approach | Aug 3, 2023 | Combinatorial OptimizationDecoder | CodeCode Available | 1 |
| Flexible Job Shop Scheduling via Dual Attention Network Based Reinforcement Learning | May 9, 2023 | Decision MakingDeep Reinforcement 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 |
| LLMs can Schedule | Aug 13, 2024 | Job Shop SchedulingScheduling | CodeCode Available | 1 |
| ScheduleNet: Learn to solve multi-agent scheduling problems with reinforcement learning | Jun 6, 2021 | Decision MakingGraph Attention | CodeCode Available | 1 |
| schlably: A Python Framework for Deep Reinforcement Learning Based Scheduling Experiments | Jan 10, 2023 | Deep Reinforcement LearningJob Shop Scheduling | CodeCode Available | 1 |
| Hybrid intelligence for dynamic job-shop scheduling with deep reinforcement learning and attention mechanism | Jan 3, 2022 | Deep Reinforcement LearningGraph Representation Learning | CodeCode Available | 1 |
| Self-Labeling the Job Shop Scheduling Problem | Jan 22, 2024 | Job Shop SchedulingPseudo Label | 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 |
| A Production Scheduling Framework for Reinforcement Learning Under Real-World Constraints | Jun 16, 2025 | Job Shop SchedulingReinforcement Learning (RL) | CodeCode Available | 1 |
| A Reinforcement Learning Environment For Job-Shop Scheduling | Apr 8, 2021 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 1 |
| Job Shop Scheduling Benchmark: Environments and Instances for Learning and Non-learning Methods | Aug 24, 2023 | Job Shop SchedulingScheduling | CodeCode Available | 1 |
| Learning to Dispatch for Job Shop Scheduling via Deep Reinforcement Learning | Oct 23, 2020 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 |
| Learning to generalize Dispatching rules on the Job Shop Scheduling | Jun 9, 2022 | Job Shop SchedulingScheduling | CodeCode Available | 1 |
| Deep Reinforcement Learning Guided Improvement Heuristic for Job Shop Scheduling | Nov 20, 2022 | Deep Reinforcement LearningGraph Neural Network | CodeCode Available | 1 |
| Decomposition Strategies and Multi-shot ASP Solving for Job-shop Scheduling | May 16, 2022 | Combinatorial OptimizationJob Shop Scheduling | CodeCode Available | 1 |
| An actor-critic algorithm with policy gradients to solve the job shop scheduling problem using deep double recurrent agents | Oct 18, 2021 | Deep Reinforcement LearningJob Shop Scheduling | CodeCode Available | 1 |
| Combinatorial Optimization with Policy Adaptation using Latent Space Search | Nov 13, 2023 | BenchmarkingCombinatorial Optimization | CodeCode Available | 1 |
| Take a Step and Reconsider: Sequence Decoding for Self-Improved Neural Combinatorial Optimization | Jul 24, 2024 | Combinatorial OptimizationDiversity | CodeCode Available | 1 |
