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Models/PatchMixer

PatchMixer

Reported on 64 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 Series64 results

  • Time Series ForecastingonETTh2 (336) Multivariate
    MAE· 2023-10-01
    0.368
    best: 0.36 (xPatch)
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh2 (336) Multivariate
    MSE· 2023-10-01
    0.317
    best: 0.312 (xPatch)
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh1 (192) Multivariate
    MAE· 2023-10-01
    0.394
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh1 (192) Multivariate
    MSE· 2023-10-01
    0.373
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh2 (192) Univariate
    MAE· 2023-10-01
    0.305
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh2 (192) Univariate
    MSE· 2023-10-01
    0.147
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh1 (192) Univariate
    MAE· 2023-10-01
    0.198
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh1 (192) Univariate
    MSE· 2023-10-01
    0.066
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh1 (336) Multivariate
    MAE· 2023-10-01
    0.414
    best: 0.2158 (DeformTime)
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh1 (336) Multivariate
    MSE· 2023-10-01
    0.392
    best: 0.374 (D-PAD)
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh2 (96) Multivariate
    MAE· 2023-10-01
    0.3
    best: 0.297 (xPatch)
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh2 (96) Multivariate
    MSE· 2023-10-01
    0.225
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh2 (192) Multivariate
    MAE· 2023-10-01
    0.334
    best: 0.33 (xPatch)
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh2 (192) Multivariate
    MSE· 2023-10-01
    0.274
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh2 (96) Univariate
    MAE· 2023-10-01
    0.268
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh2 (96) Univariate
    MSE· 2023-10-01
    0.119
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh2 (336) Multivariate
    MAE· 2023-10-01
    0.368
    best: 0.36 (xPatch)
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh2 (336) Multivariate
    MSE· 2023-10-01
    0.317
    best: 0.312 (xPatch)
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh1 (192) Multivariate
    MAE· 2023-10-01
    0.394
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh1 (192) Multivariate
    MSE· 2023-10-01
    0.373
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh2 (192) Univariate
    MAE· 2023-10-01
    0.305
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh2 (192) Univariate
    MSE· 2023-10-01
    0.147
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh1 (192) Univariate
    MAE· 2023-10-01
    0.198
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh1 (192) Univariate
    MSE· 2023-10-01
    0.066
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh1 (336) Multivariate
    MAE· 2023-10-01
    0.414
    best: 0.2158 (DeformTime)
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh1 (336) Multivariate
    MSE· 2023-10-01
    0.392
    best: 0.374 (D-PAD)
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh2 (96) Multivariate
    MAE· 2023-10-01
    0.3
    best: 0.297 (xPatch)
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh2 (96) Multivariate
    MSE· 2023-10-01
    0.225
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh2 (192) Multivariate
    MAE· 2023-10-01
    0.334
    best: 0.33 (xPatch)
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh2 (192) Multivariate
    MSE· 2023-10-01
    0.274
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh2 (96) Univariate
    MAE· 2023-10-01
    0.268
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh2 (96) Univariate
    MSE· 2023-10-01
    0.119
    SOTA
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh2 (336) Univariate
    MAE· 2023-10-01
    0.332
    best: 0.323 (Informer)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh2 (336) Univariate
    MSE· 2023-10-01
    0.166
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh2 (720) Multivariate
    MAE· 2023-10-01
    0.426
    best: 0.418 (xPatch)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh2 (720) Multivariate
    MSE· 2023-10-01
    0.393
    best: 0.372 (RLinear)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh1 (720) Multivariate
    MAE· 2023-10-01
    0.463
    best: 0.447 (SegRNN)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh1 (720) Multivariate
    MSE· 2023-10-01
    0.445
    best: 0.409 (DiPE-Linear)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh1 (720) Univariate
    MAE· 2023-10-01
    0.243
    best: 0.223 (AutoCon)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh1 (720) Univariate
    MSE· 2023-10-01
    0.093
    best: 0.078 (AutoCon)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh1 (96) Univariate
    MAE· 2023-10-01
    0.179
    best: 0.177 (NLinear)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh1 (96) Univariate
    MSE· 2023-10-01
    0.054
    best: 0.053 (SegRNN)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh2 (720) Univariate
    MAE· 2023-10-01
    0.374
    best: 0.338 (Informer)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh2 (720) Univariate
    MSE· 2023-10-01
    0.217
    best: 0.177 (AutoCon)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh1 (96) Multivariate
    MAE· 2023-10-01
    0.381
    best: 0.376 (SegRNN)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh1 (96) Multivariate
    MSE· 2023-10-01
    0.353
    best: 0.341 (SegRNN)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh1 (336) Univariate
    MAE· 2023-10-01
    0.22
    best: 0.215 (SegRNN)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series ForecastingonETTh1 (336) Univariate
    MSE· 2023-10-01
    0.078
    best: 0.073 (SegRNN)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh2 (336) Univariate
    MAE· 2023-10-01
    0.332
    best: 0.323 (Informer)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh2 (336) Univariate
    MSE· 2023-10-01
    0.166
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh2 (720) Multivariate
    MAE· 2023-10-01
    0.426
    best: 0.418 (xPatch)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh2 (720) Multivariate
    MSE· 2023-10-01
    0.393
    best: 0.372 (RLinear)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh1 (720) Multivariate
    MAE· 2023-10-01
    0.463
    best: 0.447 (SegRNN)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh1 (720) Multivariate
    MSE· 2023-10-01
    0.445
    best: 0.409 (DiPE-Linear)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh1 (720) Univariate
    MAE· 2023-10-01
    0.243
    best: 0.223 (AutoCon)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh1 (720) Univariate
    MSE· 2023-10-01
    0.093
    best: 0.078 (AutoCon)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh1 (96) Univariate
    MAE· 2023-10-01
    0.179
    best: 0.177 (NLinear)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh1 (96) Univariate
    MSE· 2023-10-01
    0.054
    best: 0.053 (SegRNN)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh2 (720) Univariate
    MAE· 2023-10-01
    0.374
    best: 0.338 (Informer)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh2 (720) Univariate
    MSE· 2023-10-01
    0.217
    best: 0.177 (AutoCon)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh1 (96) Multivariate
    MAE· 2023-10-01
    0.381
    best: 0.376 (SegRNN)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh1 (96) Multivariate
    MSE· 2023-10-01
    0.353
    best: 0.341 (SegRNN)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh1 (336) Univariate
    MAE· 2023-10-01
    0.22
    best: 0.215 (SegRNN)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655
  • Time Series AnalysisonETTh1 (336) Univariate
    MSE· 2023-10-01
    0.078
    best: 0.073 (SegRNN)
    PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series ForecastingarXiv:2310.00655