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Models/STFGNN

STFGNN

Reported on 17 benchmarks across 1 task · 1 paper · 9 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Time Series17 results

Traffic PredictiononNYCBike2
MAPE (%) @ in· 2020-12-15
30.73
SOTA
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting arXiv:2012.09641
Traffic PredictiononNYCBike2
MAPE (%) @ out· 2020-12-15
29.98
SOTA
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting arXiv:2012.09641
Traffic PredictiononPeMS07
MAE@1h· 2020-12-15
22.07
best: 18.31 (STD-MAE)
SOTA
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting arXiv:2012.09641
Traffic PredictiononNYCTaxi
MAPE (%) @ in· 2020-12-15
24.01
SOTA
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting arXiv:2012.09641
Traffic PredictiononNYCTaxi
MAPE (%) @ out· 2020-12-15
23.28
SOTA
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting arXiv:2012.09641
Traffic PredictiononBJTaxi
MAPE (%) @ in· 2020-12-15
19.29
SOTA
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting arXiv:2012.09641
Traffic PredictiononBJTaxi
MAPE (%) @ out· 2020-12-15
19.41
SOTA
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting arXiv:2012.09641
Traffic PredictiononNYCBike1
MAPE (%) @ in· 2020-12-15
32.14
SOTA
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting arXiv:2012.09641
Traffic PredictiononNYCBike1
MAPE (%) @ out· 2020-12-15
32.88
SOTA
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting arXiv:2012.09641
Traffic PredictiononNYCBike2
MAE @ in· 2020-12-15
5.8
best: 5.04 (ST-SSL)
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting arXiv:2012.09641
Traffic PredictiononNYCBike2
MAE @ out· 2020-12-15
5.51
best: 4.71 (ST-SSL)
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting arXiv:2012.09641
Traffic PredictiononNYCTaxi
MAE @ in· 2020-12-15
16.25
best: 11.99 (ST-SSL)
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting arXiv:2012.09641
Traffic PredictiononNYCTaxi
MAE @ out· 2020-12-15
12.47
best: 9.78 (ST-SSL)
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting arXiv:2012.09641
Traffic PredictiononBJTaxi
MAE @ in· 2020-12-15
13.83
best: 11.31 (ST-SSL)
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting arXiv:2012.09641
Traffic PredictiononBJTaxi
MAE @ out· 2020-12-15
13.89
best: 11.4 (ST-SSL)
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting arXiv:2012.09641
Traffic PredictiononNYCBike1
MAE @ in· 2020-12-15
6.53
best: 4.94 (ST-SSL)
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting arXiv:2012.09641
Traffic PredictiononNYCBike1
MAE @ out· 2020-12-15
6.79
best: 5.26 (ST-SSL)
Spatial-Temporal Fusion Graph Neural Networks for Traffic Flow Forecasting arXiv:2012.09641