Traffic Prediction on Trentino INTERNET
0.2352MAEU-STS-LLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| U-STS-LLMmode=zero-shot2026.05 | 0.2352 | 0.5291 | — | |
| ConvLSTMmode=zero-shot2026.05 | 0.3952 | 0.8432 | — | |
| STGCNmode=zero-shot2026.05 | 0.5517 | 0.8901 | — | |
| DLinearmode=zero-shot2026.05 | 0.6601 | 1.0744 | — | |
| LSTMmode=zero-shot2026.05 | 0.759 | 1.2673 | — | |
| GCNGPTmode=zero-shot2026.05 | 0.8667 | 1.1518 | — | |
| GATGPTmode=zero-shot2026.05 | 1.2963 | 1.9081 | — | |
| ST-LLM+mode=zero-shot2026.05 | 1.4841 | 2.1572 | — | |
| GPT4STmode=zero-shot2026.05 | 1.5407 | 2.0977 | — | |
| ST-LLMmode=zero-shot2026.05 | 1.7511 | 2.4751 | — | |
| Timesnetmode=zero-shot2026.05 | 8.6303 | 15.99 | — | |
| GATGPTInput sequence length (S)=12, Prediction horizon (K)=362025.10 | 14.5254 | 31.793 | 0.4583 | |
| ST-Vision-LLMInput sequence length (S)=12, Prediction horizon (K)=362025.10 | 14.5816 | 30.4686 | 0.4393 | |
| MCSTGCNInput sequence length (S)=12, Prediction horizon (K)=362025.10 | 14.9153 | 31.2775 | 0.451 | |
| STNInput sequence length (S)=12, Prediction horizon (K)=362025.10 | 15.0197 | 32.1622 | 0.4638 | |
| ST-LLMInput sequence length (S)=12, Prediction horizon (K)=362025.10 | 15.8334 | 35.1622 | 0.5069 | |
| ACFMInput sequence length (S)=12, Prediction horizon (K)=362025.10 | 16.6406 | 39.3074 | 0.5668 | |
| GCNGPTInput sequence length (S)=12, Prediction horizon (K)=362025.10 | 17.0779 | 39.0128 | 0.5625 | |
| Time-LLMInput sequence length (S)=12, Prediction horizon (K)=362025.10 | 30.2154 | 66.4529 | 0.9582 | |
| ARIMAInput sequence length (S)=12, Prediction horizon (K)=362025.10 | 45.2614 | 99.5753 | 1.4358 |