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ResearchFormerly WizWand

Spatiotemporal Traffic Forecasting on Trentino-Internet

0.6354NRMSEGATGPT
0.5930440.8789471.164851.450753Oct 13, 2025
Updated 5mo ago

Evaluation results

MethodLinks
GATGPTInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.100.6354
GWNETInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.100.649
ST-Vision-LLMSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.100.6638
GWNETSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.100.6891
ST-Vision-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.100.7451
ST-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.100.7678
GATGPTSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.100.779
GCNGPTInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.100.8004
ResLSTMSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.100.8566
ResLSTMInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.100.931
Time-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.100.9668
Time-LLMSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.100.9939
GCNGPTSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.100.9999
STNSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.101.0076
ST-LLMSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.101.0469
ST-Vision-LLMprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.101.0975
Time-LLMprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.101.1317
STNprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.101.248
GCNGPTprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.101.2596
GWNETprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.101.3046
GATGPTprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.101.4012
ST-LLMprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.101.4578
ResLSTMprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.101.5969
STNInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.101.6943