Traffic Management (Acceleration Guidance) on Single-Lane Ring
4.1Average Speed (m/s)Oracle Transfer
Evaluation results
| Method | Links | |
|---|---|---|
| Oracle TransferTraining Complexity=n × n, The number of source tasks k=n2023.11 | 4.1 | |
| Greedy Temporal Transfer Learning (GTTL)Training Complexity=k, The number of source tasks k=152023.11 | 4.04 | |
| Greedy Temporal Transfer Learning (GTTL)Training Complexity=k, The number of source tasks k=102023.11 | 4.03 | |
| Coarse-to-fine Temporal Transfer Learning (CTTL)Training Complexity=k, The number of source tasks k=10‡2023.11 | 4.02 | |
| Random Temporal Transfer Learning (RTTL)Training Complexity=k, The number of source tasks k=152023.11 | 4.01 | |
| Random Temporal Transfer Learning (RTTL)Training Complexity=k, The number of source tasks k=102023.11 | 3.97 | |
| Multitask RLTraining Complexity=n†, The number of source tasks k=-2023.11 | 3.94 | |
| Coarse-to-fine Temporal Transfer Learning (CTTL)Training Complexity=k, The number of source tasks k=15‡2023.11 | 3.92 | |
| Greedy Temporal Transfer Learning (GTTL)Training Complexity=k, The number of source tasks k=52023.11 | 3.89 | |
| Coarse-to-fine Temporal Transfer Learning (CTTL)Training Complexity=k, The number of source tasks k=5‡2023.11 | 3.85 | |
| Random Temporal Transfer Learning (RTTL)Training Complexity=k, The number of source tasks k=52023.11 | 3.85 | |
| Exhaustive RLTraining Complexity=n, The number of source tasks k=-2023.11 | 3.84 | |
| 100% UnguidedTraining Complexity=0, The number of source tasks k=-2023.11 | 3.8 |