| A Production Scheduling Framework for Reinforcement Learning Under Real-World Constraints | Jun 16, 2025 | Job Shop SchedulingReinforcement Learning (RL) | CodeCode Available | 1 |
| Solving the Job Shop Scheduling Problem with Graph Neural Networks: A Customizable Reinforcement Learning Environment | Jun 10, 2025 | Combinatorial OptimizationImitation Learning | CodeCode Available | 2 |
| REMoH: A Reflective Evolution of Multi-objective Heuristics approach via Large Language Models | Jun 9, 2025 | BenchmarkingDecision Making | —Unverified | 0 |
| ALAS: A Stateful Multi-LLM Agent Framework for Disruption-Aware Planning | May 18, 2025 | Job Shop SchedulingScheduling | —Unverified | 0 |
| Adaptive Bias Generalized Rollout Policy Adaptation on the Flexible Job-Shop Scheduling Problem | May 13, 2025 | Combinatorial OptimizationJob Shop Scheduling | —Unverified | 0 |
| Unraveling the Rainbow: can value-based methods schedule? | May 6, 2025 | Atari GamesCombinatorial Optimization | CodeCode Available | 0 |
| Neural Combinatorial Optimization via Preference Optimization | Mar 10, 2025 | Combinatorial OptimizationJob Shop Scheduling | —Unverified | 0 |
| Discrete Differential Evolution Particle Swarm Optimization Algorithm for Energy Saving Flexible Job Shop Scheduling Problem Considering Machine Multi States | Mar 4, 2025 | Job Shop SchedulingScheduling | —Unverified | 0 |
| 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 |
| Self-Evaluation for Job-Shop Scheduling | Feb 12, 2025 | Combinatorial OptimizationDecision Making | —Unverified | 0 |
| Investigating the Monte-Carlo Tree Search Approach for the Job Shop Scheduling Problem | Jan 29, 2025 | Job Shop SchedulingScheduling | —Unverified | 0 |
| A Benchmarking Environment for Worker Flexibility in Flexible Job Shop Scheduling Problems | Jan 27, 2025 | BenchmarkingEvolutionary Algorithms | —Unverified | 0 |
| Neural Combinatorial Optimization for Stochastic Flexible Job Shop Scheduling Problems | Dec 18, 2024 | Combinatorial OptimizationJob Shop Scheduling | CodeCode Available | 1 |
| Automatic programming via large language models with population self-evolution for dynamic job shop scheduling problem | Oct 30, 2024 | Deep Reinforcement LearningEvolutionary Algorithms | —Unverified | 0 |
| Offline reinforcement learning for job-shop scheduling problems | Oct 21, 2024 | Combinatorial OptimizationDeep Learning | —Unverified | 0 |
| A Flexible Job Shop Scheduling Problem Involving Reconfigurable Machine Tools Under Industry 5.0 | Oct 16, 2024 | Job Shop SchedulingScheduling | —Unverified | 0 |
| A History-Guided Regional Partitioning Evolutionary Optimization for Solving the Flexible Job Shop Problem with Limited Multi-load Automated Guided Vehicles | Sep 27, 2024 | Job Shop SchedulingScheduling | —Unverified | 0 |
| Optimizing Job Shop Scheduling in the Furniture Industry: A Reinforcement Learning Approach Considering Machine Setup, Batch Variability, and Intralogistics | Sep 18, 2024 | Deep Reinforcement LearningERP | —Unverified | 0 |
| Offline Reinforcement Learning for Learning to Dispatch for Job Shop Scheduling | Sep 16, 2024 | Combinatorial Optimizationcounterfactual | CodeCode Available | 0 |
| Developing an Algorithm Selector for Green Configuration in Scheduling Problems | Sep 13, 2024 | Job Shop SchedulingScheduling | —Unverified | 0 |
| Decision Transformer for Enhancing Neural Local Search on the Job Shop Scheduling Problem | Sep 4, 2024 | Deep Reinforcement LearningJob Shop Scheduling | —Unverified | 0 |
| 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 |
| Evolutionary algorithm incorporating reinforcement learning for energy-conscious flexible job-shop scheduling problem with transportation and setup times | Jul 1, 2024 | Job Shop SchedulingScheduling | —Unverified | 0 |