Spatiotemporal traffic forecasting on Milan-SMS
0.6801NRMSEST-Vision-LLM
Evaluation Results
| Method | Links | |
|---|---|---|
| ST-Vision-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.10 | 0.6801 | |
| ST-Vision-LLMSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.10 | 0.7126 | |
| ST-Vision-LLMprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.10 | 0.756 | |
| GCNGPTprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.10 | 0.8171 | |
| GATGPTprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.10 | 0.8515 | |
| ST-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.10 | 0.8892 | |
| GATGPTInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.10 | 0.9302 | |
| ST-LLMSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.10 | 0.9318 | |
| GCNGPTSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.10 | 0.9828 | |
| STNSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.10 | 0.9913 | |
| GATGPTSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.10 | 0.9918 | |
| GCNGPTInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.10 | 0.9936 | |
| GWNETSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.10 | 1.0182 | |
| ResLSTMInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.10 | 1.0343 | |
| GWNETInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.10 | 1.0813 | |
| GWNETprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.10 | 1.0983 | |
| ResLSTMSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.10 | 1.1142 | |
| STNInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.10 | 1.1412 | |
| STNprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.10 | 1.1715 | |
| ST-LLMprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.10 | 1.2128 | |
| Time-LLMSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.10 | 1.2201 | |
| Time-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.10 | 1.2338 | |
| Time-LLMprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.10 | 1.3527 | |
| ResLSTMprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.10 | 1.5589 |