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Models/DLinear

DLinear

Reported on 76 benchmarks across 2 tasks · 1 paper · 32 SOTA

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

Time Series76 results

  • Time Series ForecastingonWeather (192)
    MSE· 2022-05-26
    0.22
    best: 0.186 (SegRNN)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonWeather (336)
    MSE· 2022-05-26
    0.265
    best: 0.218 (xPatch)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonElectricity (336)
    MSE· 2022-05-26
    0.169
    best: 0.156 (xPatch)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonWeather (720)
    MSE· 2022-05-26
    0.323
    best: 0.291 (xPatch)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (192) Multivariate
    MAE· 2022-05-26
    0.416
    best: 0.394 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (192) Multivariate
    MSE· 2022-05-26
    0.405
    best: 0.373 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (192) Univariate
    MAE· 2022-05-26
    0.329
    best: 0.305 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (192) Univariate
    MSE· 2022-05-26
    0.176
    best: 0.147 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonElectricity (192)
    MSE· 2022-05-26
    0.153
    best: 0.14 (xPatch)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (192) Univariate
    MAE· 2022-05-26
    0.204
    best: 0.198 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (192) Univariate
    MSE· 2022-05-26
    0.071
    best: 0.066 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (336) Multivariate
    MAE· 2022-05-26
    0.443
    best: 0.2158 (DeformTime)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (336) Multivariate
    MSE· 2022-05-26
    0.439
    best: 0.374 (D-PAD)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonWeather (96)
    MSE· 2022-05-26
    0.176
    best: 0.142 (SegRNN)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonElectricity (96)
    MSE· 2022-05-26
    0.14
    best: 0.126 (xPatch)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonElectricity (720)
    MSE· 2022-05-26
    0.203
    best: 0.178 (MoLE-RMLP)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonWeather (192)
    MSE· 2022-05-26
    0.22
    best: 0.186 (SegRNN)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonWeather (336)
    MSE· 2022-05-26
    0.265
    best: 0.218 (xPatch)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonElectricity (336)
    MSE· 2022-05-26
    0.169
    best: 0.156 (xPatch)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonWeather (720)
    MSE· 2022-05-26
    0.323
    best: 0.291 (xPatch)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (192) Multivariate
    MAE· 2022-05-26
    0.416
    best: 0.394 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (192) Multivariate
    MSE· 2022-05-26
    0.405
    best: 0.373 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (192) Univariate
    MAE· 2022-05-26
    0.329
    best: 0.305 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (192) Univariate
    MSE· 2022-05-26
    0.176
    best: 0.147 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonElectricity (192)
    MSE· 2022-05-26
    0.153
    best: 0.14 (xPatch)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (192) Univariate
    MAE· 2022-05-26
    0.204
    best: 0.198 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (192) Univariate
    MSE· 2022-05-26
    0.071
    best: 0.066 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (336) Multivariate
    MAE· 2022-05-26
    0.443
    best: 0.2158 (DeformTime)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (336) Multivariate
    MSE· 2022-05-26
    0.439
    best: 0.374 (D-PAD)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonWeather (96)
    MSE· 2022-05-26
    0.176
    best: 0.142 (SegRNN)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonElectricity (96)
    MSE· 2022-05-26
    0.14
    best: 0.126 (xPatch)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonElectricity (720)
    MSE· 2022-05-26
    0.203
    best: 0.178 (MoLE-RMLP)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (336) Univariate
    MAE· 2022-05-26
    0.367
    best: 0.323 (Informer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (336) Univariate
    MSE· 2022-05-26
    0.209
    best: 0.166 (PatchMixer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (720) Multivariate
    MAE· 2022-05-26
    0.551
    best: 0.418 (xPatch)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (720) Multivariate
    MSE· 2022-05-26
    0.605
    best: 0.372 (RLinear)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (720) Multivariate
    MAE· 2022-05-26
    0.49
    best: 0.447 (SegRNN)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (720) Multivariate
    MSE· 2022-05-26
    0.472
    best: 0.409 (DiPE-Linear)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (336) Multivariate
    MAE· 2022-05-26
    0.465
    best: 0.36 (xPatch)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (336) Multivariate
    MSE· 2022-05-26
    0.448
    best: 0.312 (xPatch)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (720) Univariate
    MAE· 2022-05-26
    0.359
    best: 0.223 (AutoCon)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (720) Univariate
    MSE· 2022-05-26
    0.189
    best: 0.078 (AutoCon)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (96) Univariate
    MAE· 2022-05-26
    0.18
    best: 0.177 (NLinear)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (96) Univariate
    MSE· 2022-05-26
    0.056
    best: 0.053 (SegRNN)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (96) Multivariate
    MAE· 2022-05-26
    0.353
    best: 0.297 (xPatch)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (96) Multivariate
    MSE· 2022-05-26
    0.289
    best: 0.225 (PatchMixer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (720) Univariate
    MAE· 2022-05-26
    0.426
    best: 0.338 (Informer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (720) Univariate
    MSE· 2022-05-26
    0.276
    best: 0.177 (AutoCon)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (336) Univariate
    MAE· 2022-05-26
    0.244
    best: 0.215 (SegRNN)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (336) Univariate
    MSE· 2022-05-26
    0.098
    best: 0.073 (SegRNN)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (192) Multivariate
    MAE· 2022-05-26
    0.418
    best: 0.33 (xPatch)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (192) Multivariate
    MSE· 2022-05-26
    0.383
    best: 0.274 (PatchMixer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (96) Univariate
    MAE· 2022-05-26
    0.279
    best: 0.268 (PatchMixer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (96) Univariate
    MSE· 2022-05-26
    0.131
    best: 0.119 (PatchMixer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (336) Univariate
    MAE· 2022-05-26
    0.367
    best: 0.323 (Informer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (336) Univariate
    MSE· 2022-05-26
    0.209
    best: 0.166 (PatchMixer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (720) Multivariate
    MAE· 2022-05-26
    0.551
    best: 0.418 (xPatch)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (720) Multivariate
    MSE· 2022-05-26
    0.605
    best: 0.372 (RLinear)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (720) Multivariate
    MAE· 2022-05-26
    0.49
    best: 0.447 (SegRNN)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (720) Multivariate
    MSE· 2022-05-26
    0.472
    best: 0.409 (DiPE-Linear)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (336) Multivariate
    MAE· 2022-05-26
    0.465
    best: 0.36 (xPatch)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (336) Multivariate
    MSE· 2022-05-26
    0.448
    best: 0.312 (xPatch)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (720) Univariate
    MAE· 2022-05-26
    0.359
    best: 0.223 (AutoCon)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (720) Univariate
    MSE· 2022-05-26
    0.189
    best: 0.078 (AutoCon)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (96) Univariate
    MAE· 2022-05-26
    0.18
    best: 0.177 (NLinear)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (96) Univariate
    MSE· 2022-05-26
    0.056
    best: 0.053 (SegRNN)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (96) Multivariate
    MAE· 2022-05-26
    0.353
    best: 0.297 (xPatch)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (96) Multivariate
    MSE· 2022-05-26
    0.289
    best: 0.225 (PatchMixer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (720) Univariate
    MAE· 2022-05-26
    0.426
    best: 0.338 (Informer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (720) Univariate
    MSE· 2022-05-26
    0.276
    best: 0.177 (AutoCon)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (336) Univariate
    MAE· 2022-05-26
    0.244
    best: 0.215 (SegRNN)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (336) Univariate
    MSE· 2022-05-26
    0.098
    best: 0.073 (SegRNN)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (192) Multivariate
    MAE· 2022-05-26
    0.418
    best: 0.33 (xPatch)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (192) Multivariate
    MSE· 2022-05-26
    0.383
    best: 0.274 (PatchMixer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (96) Univariate
    MAE· 2022-05-26
    0.279
    best: 0.268 (PatchMixer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (96) Univariate
    MSE· 2022-05-26
    0.131
    best: 0.119 (PatchMixer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504