Deadline Compliance Scheduling on 200 Randomized Tasksets u ≈ 0.87 1.0
87Mean Compliance RateTempoNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| TempoNetutilization_factor=0.872026.02 | 87 | 90 | 19 | 7 | 100 | |
| Pretrained-LLM-Controllerutilization_factor=0.872026.02 | 86 | 89 | 20 | 6 | 100 | |
| DDiT-DiTutilization_factor=0.872026.02 | 86 | 89 | 20 | 6 | 100 | |
| HRL-Surgicalutilization_factor=0.872026.02 | 85 | 88 | 21 | 5 | 99 | |
| TD3-basedutilization_factor=0.872026.02 | 84 | 87 | 22 | 4 | 99 | |
| PPO+GNNutilization_factor=0.872026.02 | 83 | 86 | 24 | 3 | 99 | |
| Transformer-based DRLutilization_factor=0.872026.02 | 83 | 87 | 23 | 4 | 99 | |
| Transformer-basedutilization_factor=0.872026.02 | 82 | 86 | 24 | 3 | 99 | |
| GNN-basedutilization_factor=0.872026.02 | 81 | 85 | 22 | 4 | 99 | |
| GraSP-RLutilization_factor=0.872026.02 | 80 | 85 | 23 | 2 | 99 | |
| Offline RLutilization_factor=0.872026.02 | 79 | 84 | 27 | 1 | 98 | |
| Rainbow DQNutilization_factor=0.872026.02 | 78 | 87 | 25 | 0 | 100 | |
| FF-DQNutilization_factor=0.872026.02 | 74 | 86 | 26 | 0 | 100 | |
| A3Cutilization_factor=0.872026.02 | 71 | 84 | 29 | 1 | 99 | |
| PPOutilization_factor=0.872026.02 | 68 | 82 | 31 | 0 | 98 |