| Graph Neural Networks for Job Shop Scheduling Problems: A Survey | Jun 20, 2024 | Combinatorial OptimizationDeep Reinforcement Learning | —Unverified | 0 |
| Beyond Training: Optimizing Reinforcement Learning Based Job Shop Scheduling Through Adaptive Action Sampling | Jun 11, 2024 | Deep Reinforcement LearningJob Shop Scheduling | —Unverified | 0 |
| Multi-Representation Genetic Programming: A Case Study on Tree-based and Linear Representations | May 23, 2024 | Job Shop SchedulingScheduling | —Unverified | 0 |
| Self-Improvement for Neural Combinatorial Optimization: Sample without Replacement, but Improvement | Mar 22, 2024 | Combinatorial OptimizationImitation Learning | CodeCode Available | 1 |
| Leveraging Constraint Programming in a Deep Learning Approach for Dynamically Solving the Flexible Job-Shop Scheduling Problem | Mar 14, 2024 | Combinatorial OptimizationDeep Reinforcement Learning | —Unverified | 0 |
| Learning to Solve Job Shop Scheduling under Uncertainty | Mar 4, 2024 | Combinatorial OptimizationDeep Reinforcement Learning | CodeCode Available | 2 |
| Learning Topological Representations with Bidirectional Graph Attention Network for Solving Job Shop Scheduling Problem | Feb 27, 2024 | Graph AttentionJob Shop Scheduling | CodeCode Available | 1 |
| Learning-enabled Flexible Job-shop Scheduling for Scalable Smart Manufacturing | Feb 14, 2024 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Attention-based Reinforcement Learning for Combinatorial Optimization: Application to Job Shop Scheduling Problem | Jan 29, 2024 | Combinatorial OptimizationJob Shop Scheduling | —Unverified | 0 |
| Introducing PetriRL: An Innovative Framework for JSSP Resolution Integrating Petri nets and Event-based Reinforcement Learning | Jan 23, 2024 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Self-Labeling the Job Shop Scheduling Problem | Jan 22, 2024 | Job Shop SchedulingPseudo Label | CodeCode Available | 1 |
| Combinatorial Optimization with Policy Adaptation using Latent Space Search | Nov 13, 2023 | BenchmarkingCombinatorial Optimization | CodeCode Available | 1 |
| Solving the flexible job-shop scheduling problem through an enhanced deep reinforcement learning approach | Oct 24, 2023 | Decision MakingDeep Reinforcement Learning | —Unverified | 0 |
| Residual Scheduling: A New Reinforcement Learning Approach to Solving Job Shop Scheduling Problem | Sep 27, 2023 | Deep Reinforcement LearningJob Shop Scheduling | —Unverified | 0 |
| Job Shop Scheduling Benchmark: Environments and Instances for Learning and Non-learning Methods | Aug 24, 2023 | Job Shop SchedulingScheduling | CodeCode Available | 1 |
| Job Shop Scheduling via Deep Reinforcement Learning: a Sequence to Sequence approach | Aug 3, 2023 | Combinatorial OptimizationDecoder | CodeCode Available | 1 |
| Hybrid ASP-based multi-objective scheduling of semiconductor manufacturing processes (Extended version) | Jul 27, 2023 | Job Shop SchedulingScheduling | —Unverified | 0 |
| 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 |
| Policy-Based Self-Competition for Planning Problems | Jun 7, 2023 | Combinatorial OptimizationJob Shop Scheduling | CodeCode Available | 0 |
| Curriculum Learning in Job Shop Scheduling using Reinforcement Learning | May 17, 2023 | Deep Reinforcement LearningGraph Neural Network | —Unverified | 0 |
| Flexible Job Shop Scheduling via Dual Attention Network Based Reinforcement Learning | May 9, 2023 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Addressing distributional shifts in operations management: The case of order fulfillment in customized production | Apr 24, 2023 | Decision MakingJob Shop Scheduling | CodeCode Available | 0 |
| Two-Stage Learning For the Flexible Job Shop Scheduling Problem | Jan 23, 2023 | Combinatorial OptimizationJob Shop Scheduling | —Unverified | 0 |
| schlably: A Python Framework for Deep Reinforcement Learning Based Scheduling Experiments | Jan 10, 2023 | Deep Reinforcement LearningJob Shop Scheduling | CodeCode Available | 1 |
| A Memetic Algorithm with Reinforcement Learning for Sociotechnical Production Scheduling | Dec 21, 2022 | Deep Reinforcement LearningJob Shop Scheduling | —Unverified | 0 |