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Models/AGCRN

AGCRN

Reported on 21 benchmarks across 1 task · 1 paper · 17 SOTA

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

Time Series21 results

  • Traffic PredictiononNYCBike2
    MAE @ in· 2020-07-06
    5.18
    best: 5.04 (ST-SSL)
    SOTA
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842
  • Traffic PredictiononNYCBike2
    MAE @ out· 2020-07-06
    4.79
    best: 4.71 (ST-SSL)
    SOTA
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842
  • Traffic PredictiononNYCBike2
    MAPE (%) @ in· 2020-07-06
    27.14
    best: 30.73 (STFGNN)
    SOTA
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842
  • Traffic PredictiononNYCBike2
    MAPE (%) @ out· 2020-07-06
    26.17
    best: 29.98 (STFGNN)
    SOTA
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842
  • Traffic PredictiononNYCTaxi
    MAE @ in· 2020-07-06
    12.13
    best: 11.99 (ST-SSL)
    SOTA
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842
  • Traffic PredictiononNYCTaxi
    MAE @ out· 2020-07-06
    9.87
    best: 9.78 (ST-SSL)
    SOTA
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842
  • Traffic PredictiononNYCTaxi
    MAPE (%) @ in· 2020-07-06
    18.78
    best: 24.01 (STFGNN)
    SOTA
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842
  • Traffic PredictiononNYCTaxi
    MAPE (%) @ out· 2020-07-06
    18.41
    best: 23.28 (STFGNN)
    SOTA
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842
  • Traffic PredictiononBJTaxi
    MAE @ in· 2020-07-06
    12.3
    best: 11.31 (ST-SSL)
    SOTA
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842
  • Traffic PredictiononBJTaxi
    MAE @ out· 2020-07-06
    12.38
    best: 11.4 (ST-SSL)
    SOTA
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842
  • Traffic PredictiononBJTaxi
    MAPE (%) @ in· 2020-07-06
    15.61
    best: 19.29 (STFGNN)
    SOTA
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842
  • Traffic PredictiononBJTaxi
    MAPE (%) @ out· 2020-07-06
    15.75
    best: 19.41 (STFGNN)
    SOTA
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842
  • Traffic PredictiononNYCBike1
    MAE @ in· 2020-07-06
    5.17
    best: 4.94 (ST-SSL)
    SOTA
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842
  • Traffic PredictiononNYCBike1
    MAE @ out· 2020-07-06
    5.47
    best: 5.26 (ST-SSL)
    SOTA
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842
  • Traffic PredictiononNYCBike1
    MAPE (%) @ in· 2020-07-06
    25.59
    best: 32.14 (STFGNN)
    SOTA
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842
  • Traffic PredictiononNYCBike1
    MAPE (%) @ out· 2020-07-06
    26.63
    best: 32.88 (STFGNN)
    SOTA
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842
  • Traffic PredictiononPeMS04
    12 Steps MAE· uses extra data· 2020-07-06
    19.83
    best: 17.8 (STD-MAE)
    SOTA
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842
  • Traffic PredictiononEXPY-TKY
    1 step MAE· 2020-07-06
    5.99
    best: 5.73 (STD-MAE)
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842
  • Traffic PredictiononEXPY-TKY
    3 step MAE· 2020-07-06
    6.68
    best: 6.41 (STD-MAE)
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842
  • Traffic PredictiononEXPY-TKY
    6 step MAE· 2020-07-06
    7.11
    best: 6.75 (STD-MAE)
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842
  • Traffic PredictiononNE-BJ
    12 steps MAE· 2020-07-06
    4.99
    best: 4.68 (RGDAN)
    Adaptive Graph Convolutional Recurrent Network for Traffic ForecastingarXiv:2007.02842