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ResearchFormerly WizWand

Spatiotemporal traffic forecasting on Milan-SMS

0.6801NRMSEST-Vision-LLM
0.6449480.8822241.11951.356776Oct 13, 2025
Updated 5mo ago

Evaluation results

MethodLinks
ST-Vision-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.100.6801
ST-Vision-LLMSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.100.7126
ST-Vision-LLMprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.100.756
GCNGPTprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.100.8171
GATGPTprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.100.8515
ST-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.100.8892
GATGPTInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.100.9302
ST-LLMSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.100.9318
GCNGPTSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.100.9828
STNSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.100.9913
GATGPTSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.100.9918
GCNGPTInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.100.9936
GWNETSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.101.0182
ResLSTMInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.101.0343
GWNETInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.101.0813
GWNETprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.101.0983
ResLSTMSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.101.1142
STNInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.101.1412
STNprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.101.1715
ST-LLMprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.101.2128
Time-LLMSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.101.2201
Time-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.101.2338
Time-LLMprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.101.3527
ResLSTMprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.101.5589