Spatiotemporal traffic forecasting on Trentino-SMS
0.9548NRMSEST-Vision-LLM
Evaluation results
| Method | Links | |
|---|---|---|
| ST-Vision-LLMSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.10 | 0.9548 | |
| ST-Vision-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.10 | 1.0505 | |
| ST-Vision-LLMprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.10 | 1.0541 | |
| STNSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.10 | 1.3208 | |
| GWNETSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.10 | 1.404 | |
| GATGPTInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.10 | 1.4071 | |
| Time-LLMSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.10 | 1.4384 | |
| Time-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.10 | 1.4622 | |
| GATGPTSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.10 | 1.4709 | |
| STNInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.10 | 1.4863 | |
| GCNGPTInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.10 | 1.489 | |
| ST-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.10 | 1.5191 | |
| GWNETInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.10 | 1.529 | |
| Time-LLMprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.10 | 1.5298 | |
| ResLSTMSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.10 | 1.5961 | |
| GCNGPTSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.10 | 1.6218 | |
| ST-LLMSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.10 | 1.6283 | |
| STNprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.10 | 1.642 | |
| ResLSTMInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.10 | 1.6536 | |
| GCNGPTprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.10 | 1.6848 | |
| GATGPTprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.10 | 1.7934 | |
| GWNETprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.10 | 1.8726 | |
| ST-LLMprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.10 | 2.2119 | |
| ResLSTMprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.10 | 2.2299 |