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Models/NLinear

NLinear

Reported on 56 benchmarks across 2 tasks · 1 paper · 44 SOTA

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

Time Series56 results

  • Time Series ForecastingonETTh2 (720) Multivariate
    MAE· 2022-05-26
    0.436
    best: 0.418 (xPatch)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (720) Multivariate
    MSE· 2022-05-26
    0.394
    best: 0.372 (RLinear)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (720) Multivariate
    MAE· 2022-05-26
    0.453
    best: 0.447 (SegRNN)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (720) Multivariate
    MSE· 2022-05-26
    0.44
    best: 0.409 (DiPE-Linear)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (336) Multivariate
    MAE· 2022-05-26
    0.4
    best: 0.36 (xPatch)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (336) Multivariate
    MSE· 2022-05-26
    0.357
    best: 0.312 (xPatch)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (720) Univariate
    MAE· 2022-05-26
    0.226
    best: 0.223 (AutoCon)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (720) Univariate
    MSE· 2022-05-26
    0.08
    best: 0.078 (AutoCon)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (96) Univariate
    MAE· 2022-05-26
    0.177
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (96) Univariate
    MSE· 2022-05-26
    0.053
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (192) Multivariate
    MAE· 2022-05-26
    0.415
    best: 0.394 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (192) Multivariate
    MSE· 2022-05-26
    0.408
    best: 0.373 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (192) Univariate
    MAE· 2022-05-26
    0.324
    best: 0.305 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (192) Univariate
    MSE· 2022-05-26
    0.169
    best: 0.147 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (336) Multivariate
    MAE· 2022-05-26
    0.427
    best: 0.2158 (DeformTime)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (336) Multivariate
    MSE· 2022-05-26
    0.429
    best: 0.374 (D-PAD)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (96) Multivariate
    MAE· 2022-05-26
    0.338
    best: 0.297 (xPatch)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (96) Multivariate
    MSE· 2022-05-26
    0.277
    best: 0.225 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (336) Univariate
    MAE· 2022-05-26
    0.226
    best: 0.215 (SegRNN)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh1 (336) Univariate
    MSE· 2022-05-26
    0.081
    best: 0.073 (SegRNN)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (192) Multivariate
    MAE· 2022-05-26
    0.381
    best: 0.33 (xPatch)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (192) Multivariate
    MSE· 2022-05-26
    0.344
    best: 0.274 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (720) Multivariate
    MAE· 2022-05-26
    0.436
    best: 0.418 (xPatch)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (720) Multivariate
    MSE· 2022-05-26
    0.394
    best: 0.372 (RLinear)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (720) Multivariate
    MAE· 2022-05-26
    0.453
    best: 0.447 (SegRNN)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (720) Multivariate
    MSE· 2022-05-26
    0.44
    best: 0.409 (DiPE-Linear)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (336) Multivariate
    MAE· 2022-05-26
    0.4
    best: 0.36 (xPatch)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (336) Multivariate
    MSE· 2022-05-26
    0.357
    best: 0.312 (xPatch)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (720) Univariate
    MAE· 2022-05-26
    0.226
    best: 0.223 (AutoCon)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (720) Univariate
    MSE· 2022-05-26
    0.08
    best: 0.078 (AutoCon)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (96) Univariate
    MAE· 2022-05-26
    0.177
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (96) Univariate
    MSE· 2022-05-26
    0.053
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (192) Multivariate
    MAE· 2022-05-26
    0.415
    best: 0.394 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (192) Multivariate
    MSE· 2022-05-26
    0.408
    best: 0.373 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (192) Univariate
    MAE· 2022-05-26
    0.324
    best: 0.305 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (192) Univariate
    MSE· 2022-05-26
    0.169
    best: 0.147 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (336) Multivariate
    MAE· 2022-05-26
    0.427
    best: 0.2158 (DeformTime)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (336) Multivariate
    MSE· 2022-05-26
    0.429
    best: 0.374 (D-PAD)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (96) Multivariate
    MAE· 2022-05-26
    0.338
    best: 0.297 (xPatch)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (96) Multivariate
    MSE· 2022-05-26
    0.277
    best: 0.225 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (336) Univariate
    MAE· 2022-05-26
    0.226
    best: 0.215 (SegRNN)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh1 (336) Univariate
    MSE· 2022-05-26
    0.081
    best: 0.073 (SegRNN)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (192) Multivariate
    MAE· 2022-05-26
    0.381
    best: 0.33 (xPatch)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (192) Multivariate
    MSE· 2022-05-26
    0.344
    best: 0.274 (PatchMixer)
    SOTA
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (336) Univariate
    MAE· 2022-05-26
    0.355
    best: 0.323 (Informer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (336) Univariate
    MSE· 2022-05-26
    0.194
    best: 0.166 (PatchMixer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (720) Univariate
    MAE· 2022-05-26
    0.381
    best: 0.338 (Informer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (720) Univariate
    MSE· 2022-05-26
    0.225
    best: 0.177 (AutoCon)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (96) Univariate
    MAE· 2022-05-26
    0.278
    best: 0.268 (PatchMixer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series ForecastingonETTh2 (96) Univariate
    MSE· 2022-05-26
    0.129
    best: 0.119 (PatchMixer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (336) Univariate
    MAE· 2022-05-26
    0.355
    best: 0.323 (Informer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (336) Univariate
    MSE· 2022-05-26
    0.194
    best: 0.166 (PatchMixer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (720) Univariate
    MAE· 2022-05-26
    0.381
    best: 0.338 (Informer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (720) Univariate
    MSE· 2022-05-26
    0.225
    best: 0.177 (AutoCon)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (96) Univariate
    MAE· 2022-05-26
    0.278
    best: 0.268 (PatchMixer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504
  • Time Series AnalysisonETTh2 (96) Univariate
    MSE· 2022-05-26
    0.129
    best: 0.119 (PatchMixer)
    Are Transformers Effective for Time Series Forecasting?arXiv:2205.13504