STGM

Reported on 9 benchmarks across 1 task

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

Time Series9 results

Traffic PredictiononPeMSD7(M)
12 steps MAE
3.002
best: 2.52 (STD-MAE)
Traffic PredictiononPeMSD7(M)
12 steps MAPE
8.01
Traffic PredictiononPeMSD7(M)
12 steps RMSE
6.331
best: 5.2 (STD-MAE)
Traffic PredictiononPEMS-BAY
MAE @ 12 step
1.857
best: 1.63 (T-Graphormer)
Traffic PredictiononPEMS-BAY
RMSE
4.369
best: 3.2 (T-Graphormer)
Traffic PredictiononMETR-LA
12 steps MAE
3.229
best: 3.08 (TITAN)
Traffic PredictiononMETR-LA
12 steps MAPE
9.39
best: 9.94 (DCGCN)
Traffic PredictiononMETR-LA
12 steps RMSE
7.099
best: 6.12 (T-Graphormer)
Traffic PredictiononMETR-LA
MAE @ 12 step
3.229
best: 3.08 (TITAN)