Cross-domain Traffic Prediction on Trentino-SMS
2.7562MAEGATGPT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GATGPTInput sequence length (S)=12, Prediction horizon (K)=362025.10 | 2.7562 | 6.6744 | 0.841 | |
| ST-LLMInput sequence length (S)=12, Prediction horizon (K)=362025.10 | 2.8258 | 6.9871 | 0.8804 | |
| ST-Vision-LLMInput sequence length (S)=12, Prediction horizon (K)=362025.10 | 2.9704 | 6.8868 | 0.8672 | |
| GCNGPTInput sequence length (S)=12, Prediction horizon (K)=362025.10 | 3.0729 | 7.4832 | 0.9428 | |
| STNInput sequence length (S)=12, Prediction horizon (K)=362025.10 | 3.9015 | 8.7322 | 1.1003 | |
| ARIMAInput sequence length (S)=12, Prediction horizon (K)=362025.10 | 5.0521 | 10.5107 | 1.3244 | |
| Time-LLMInput sequence length (S)=12, Prediction horizon (K)=362025.10 | 5.5212 | 11.2638 | 1.4193 | |
| MCSTGCNInput sequence length (S)=12, Prediction horizon (K)=362025.10 | 6.2741 | 11.7457 | 1.4803 | |
| ACFMInput sequence length (S)=12, Prediction horizon (K)=362025.10 | 6.6483 | 13.4389 | 1.6934 |