STWave

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 PredictiononPeMS07
MAE@1h
19.94
best: 18.31 (STD-MAE)
Traffic PredictiononLargeST
CA MAE
19.69
best: 17.35 (PatchSTG)
Traffic PredictiononLargeST
GBA MAE
20.81
best: 19.5 (PatchSTG)
Traffic PredictiononLargeST
GLA MAE
20.96
best: 18.96 (PatchSTG)
Traffic PredictiononLargeST
SD MAE
18.22
best: 16.9 (PatchSTG)
Traffic PredictiononPeMSD4
12 steps MAE
18.5
best: 9.168 (Hierarchical-Attention-LSTM (HierAttnLSTM))
Traffic PredictiononPeMSD8
12 steps MAE
13.42
best: 9.215 (Hierarchical-Attention-LSTM (HierAttnLSTM))
Traffic PredictiononPeMS08
MAE@1h
13.42
best: 13.17 (DTRformer)
Traffic PredictiononPeMSD3
12 steps MAE
14.93
best: 13.8 (STD-MAE)