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Models/DDGCRN

DDGCRN

Reported on 15 benchmarks across 1 task

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

Time Series15 results

  • Traffic PredictiononPeMSD7(M)
    12 steps MAE
    2.59
    best: 2.52 (STD-MAE)
  • Traffic PredictiononPeMSD7(M)
    12 steps MAPE
    6.48
    best: 8.01 (STGM)
  • Traffic PredictiononPeMSD7(M)
    12 steps RMSE
    5.21
    best: 5.2 (STD-MAE)
  • Traffic PredictiononPeMS07
    MAE@1h
    19.79
    best: 18.31 (STD-MAE)
  • Traffic PredictiononPeMSD4
    12 steps MAE
    18.45
    best: 9.168 (Hierarchical-Attention-LSTM (HierAttnLSTM))
  • Traffic PredictiononPeMSD7(L)
    12 steps MAE
    2.79
    best: 2.64 (STD-MAE)
  • Traffic PredictiononPeMSD7(L)
    12 steps MAPE
    7.06
    best: 7.31 (STG-NCDE)
  • Traffic PredictiononPeMSD7(L)
    12 steps RMSE
    5.68
    best: 5.5 (STD-MAE)
  • Traffic PredictiononPeMSD8
    12 steps MAE
    14.4
    best: 9.215 (Hierarchical-Attention-LSTM (HierAttnLSTM))
  • Traffic PredictiononPeMSD7
    12 steps MAE
    19.79
    best: 18.31 (STD-MAE)
  • Traffic PredictiononPeMS08
    MAE@1h
    14.4
    best: 13.17 (DTRformer)
  • Traffic PredictiononPeMSD3
    12 steps MAE
    14.63
    best: 13.8 (STD-MAE)
  • Traffic PredictiononPeMSD3
    12 steps MAPE
    14.22
    best: 15.06 (STG-NCDE)
  • Traffic PredictiononPeMSD3
    12 steps RMSE
    25.07
    best: 24.43 (STD-MAE)
  • Traffic PredictiononPeMS04
    12 Steps MAE
    18.45
    best: 17.8 (STD-MAE)