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Models/STAEformer

STAEformer

Reported on 9 benchmarks across 1 task · 1 paper · 6 SOTA

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

Time Series9 results

Traffic PredictiononPeMS07
MAE@1h· 2023-08-21
19.14
best: 18.31 (STD-MAE)
SOTA
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting arXiv:2308.10425
Traffic PredictiononPeMSD7
12 steps MAE· 2023-08-21
19.14
best: 18.31 (STD-MAE)
SOTA
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting arXiv:2308.10425
Traffic PredictiononPeMSD7
12 steps RMSE· 2023-08-21
32.6
best: 31.07 (STD-MAE)
SOTA
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting arXiv:2308.10425
Traffic PredictiononPeMS08
MAE@1h· 2023-08-21
13.46
best: 13.17 (DTRformer)
SOTA
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting arXiv:2308.10425
Traffic PredictiononMETR-LA
MAE @ 12 step· 2023-08-21
3.34
best: 3.08 (TITAN)
SOTA
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting arXiv:2308.10425
Traffic PredictiononPeMS04
12 Steps MAE· 2023-08-21
18.22
best: 17.8 (STD-MAE)
SOTA
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting arXiv:2308.10425
Traffic PredictiononPeMSD7
12 steps MAPE· 2023-08-21
8.01
best: 8.8 (STG-NCDE)
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting arXiv:2308.10425
Traffic PredictiononPEMS-BAY
MAE @ 12 step· 2023-08-21
1.91
best: 1.63 (T-Graphormer)
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting arXiv:2308.10425
Traffic PredictiononMETR-LA
MAE @ 3 step· 2023-08-21
2.65
best: 2.41 (TITAN)
STAEformer: Spatio-Temporal Adaptive Embedding Makes Vanilla Transformer SOTA for Traffic Forecasting arXiv:2308.10425