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ResearchFormerly WizWand

Spatiotemporal traffic forecasting on Milan-Internet

0.0746NRMSEGWNET
0.0157320.4130910.810451.207809Oct 13, 2025
Updated 5mo ago

Evaluation results

MethodLinks
GWNETHorizon=1-step2025.100.074614.959723.2448
STGCNHorizon=1-step2025.100.09121.662328.5073
ST-Vision-LLMHorizon=1-step2025.100.101821.652531.8887
ACFMHorizon=1-step2025.100.117628.188736.8261
GCNGPTHorizon=1-step2025.100.128729.515140.3999
GATGPTHorizon=1-step2025.100.132330.32741.5221
ST-LLMHorizon=1-step2025.100.132530.23641.5694
ST-Vision-LLMHorizon=10-step2025.100.133627.489741.8479
GWNETHorizon=10-step2025.100.135327.849242.5134
Time-LLMHorizon=1-step2025.100.144733.0445.32
ST-ResNetHorizon=1-step2025.100.14834.267546.4401
ResLSTMHorizon=1-step2025.100.158134.841349.5176
GCNGPTHorizon=10-step2025.100.186243.37758.488
ResLSTMHorizon=10-step2025.100.190541.737159.8353
STNHorizon=1-step2025.100.203439.503663.86
GATGPTHorizon=10-step2025.100.207946.565865.2929
ARIMAHorizon=1-step2025.100.213440.27166.8839
ST-Vision-LLMSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.100.215——
ST-ResNetHorizon=10-step2025.100.215449.301667.6645
ST-LLMHorizon=10-step2025.100.230751.514772.4567
ACFMHorizon=10-step2025.100.243348.11876.4256
Time-LLMHorizon=10-step2025.100.250456.7878.65
MCSTGCNHorizon=1-step2025.100.278256.475387.0866
STNHorizon=10-step2025.100.290355.021291.1873
STGCNHorizon=10-step2025.100.292468.838691.8513
ST-Vision-LLMHorizon=60-step2025.100.329775.8858103.8315
ARIMAHorizon=10-step2025.100.360768.3513113.3009
ST-Vision-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.100.3887——
ST-Vision-LLMprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.100.4047——
GCNGPTInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.100.4379——
GCNGPTprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.100.4384——
MCSTGCNHorizon=10-step2025.100.439193.1341137.933
GATGPTprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.100.4565——
MCSTGCNHorizon=60-step2025.100.460198.7467144.8693
ResLSTMHorizon=60-step2025.100.4696110.8396147.7705
GCNGPTSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.100.4819——
STGCNHorizon=60-step2025.100.487112.0226153.344
ST-LLMprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.100.494——
GATGPTSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.100.5071——
ST-LLMSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.100.5074——
ST-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.100.51——
GATGPTInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.100.5209——
Time-LLMInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.100.5403——
Time-LLMSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.100.5456——
STNHorizon=60-step2025.100.564899.6591177.8506
GWNETHorizon=60-step2025.100.5721103.8087180.1602
ACFMHorizon=60-step2025.100.5833109.5715183.7074
ST-LLMHorizon=60-step2025.100.6092109.3175191.8308
GCNGPTHorizon=60-step2025.100.6195109.4818195.0954
Time-LLMprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.100.6253——
ST-ResNetHorizon=60-step2025.100.6253139.4607196.9013
GATGPTHorizon=60-step2025.100.6619122.4923208.457
GWNETInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.100.707——
GWNETprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.100.7079——
Time-LLMHorizon=60-step2025.100.7341132.47231.19
STNSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.100.798——
ResLSTMSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.100.8253——
STNprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.100.8626——
GWNETSource Domain=Trentino-Call, Fine-tuning Training Data Percentage=2%, Input Sequence Length (S)=12, Prediction Horizon (K)=362025.100.868——
ARIMAHorizon=60-step2025.100.9249156.6109291.2429
ResLSTMInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.100.9524——
STNInput sequence length (S)=12, Prediction horizon (K)=36, Training data percentage=5%2025.101.4616——
ResLSTMprediction_mode=zero-shot, source_domain=Trentino-Call, input_sequence_length=12, prediction_horizon=362025.101.5463——