Spatio-temporal Prediction on Trentino-Internet (10% train)
0.5249NRMSEGATGPT
Evaluation results
| Method | Links | |
|---|---|---|
| GATGPTInput sequence length (S)=12, Prediction horizon (K)=36, Few-shot training percentage=10%2025.10 | 0.5249 | |
| ST-Vision-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Few-shot training percentage=10%2025.10 | 0.6357 | |
| GWNETInput sequence length (S)=12, Prediction horizon (K)=36, Few-shot training percentage=10%2025.10 | 0.6495 | |
| ST-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Few-shot training percentage=10%2025.10 | 0.6979 | |
| GCNGPTInput sequence length (S)=12, Prediction horizon (K)=36, Few-shot training percentage=10%2025.10 | 0.7363 | |
| ResLSTMInput sequence length (S)=12, Prediction horizon (K)=36, Few-shot training percentage=10%2025.10 | 0.8635 | |
| Time-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Few-shot training percentage=10%2025.10 | 0.9616 | |
| STNInput sequence length (S)=12, Prediction horizon (K)=36, Few-shot training percentage=10%2025.10 | 1.1736 |