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Models/RLinear

RLinear

Reported on 80 benchmarks across 2 tasks · 1 paper · 66 SOTA

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

Time Series80 results

  • Time Series ForecastingonETTh2 (720) Multivariate
    MAE· 2023-05-18
    0.421
    best: 0.418 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTh2 (720) Multivariate
    MSE· 2023-05-18
    0.372
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTm1 (192) Multivariate
    MAE· 2023-05-18
    0.363
    best: 0.354 (LTBoost (drop_last=false))
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTm1 (192) Multivariate
    MSE· 2023-05-18
    0.335
    best: 0.315 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonWeather (192)
    MAE· 2023-05-18
    0.26
    best: 0.227 (SegRNN)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonWeather (336)
    MAE· 2023-05-18
    0.294
    best: 0.26 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTm2 (96) Multivariate
    MAE· 2023-05-18
    0.253
    best: 0.24 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTm2 (96) Multivariate
    MSE· 2023-05-18
    0.164
    best: 0.153 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonWeather (720)
    MAE· 2023-05-18
    0.339
    best: 0.315 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTh2 (336) Multivariate
    MSE· 2023-05-18
    0.325
    best: 0.312 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTh1 (192) Multivariate
    MAE· 2023-05-18
    0.412
    best: 0.394 (PatchMixer)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTh1 (192) Multivariate
    MSE· 2023-05-18
    0.404
    best: 0.373 (PatchMixer)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTh1 (336) Multivariate
    MAE· 2023-05-18
    0.423
    best: 0.2158 (DeformTime)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTh1 (336) Multivariate
    MSE· 2023-05-18
    0.42
    best: 0.374 (D-PAD)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTm2 (336) Multivariate
    MAE· 2023-05-18
    0.326
    best: 0.315 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTm2 (336) Multivariate
    MSE· 2023-05-18
    0.273
    best: 0.262 (LTBoost (drop_last=false))
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTm1 (336) Multivariate
    MAE· 2023-05-18
    0.383
    best: 0.375 (LTBoost (drop_last=false))
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTm1 (336) Multivariate
    MSE· 2023-05-18
    0.37
    best: 0.349 (LTBoost (drop_last=false))
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTm1 (96) Multivariate
    MAE· 2023-05-18
    0.342
    best: 0.33 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTm1 (96) Multivariate
    MSE· 2023-05-18
    0.301
    best: 0.275 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTm1 (720) Multivariate
    MAE· 2023-05-18
    0.414
    best: 0.405 (LTBoost (drop_last=false))
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTm1 (720) Multivariate
    MSE· 2023-05-18
    0.425
    best: 0.403 (LTBoost (drop_last=false))
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTh2 (96) Multivariate
    MAE· 2023-05-18
    0.331
    best: 0.297 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTh2 (96) Multivariate
    MSE· 2023-05-18
    0.262
    best: 0.225 (PatchMixer)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonWeather (96)
    MAE· 2023-05-18
    0.225
    best: 0.181 (SegRNN)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTm2 (192) Multivariate
    MAE· 2023-05-18
    0.29
    best: 0.28 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTm2 (192) Multivariate
    MSE· 2023-05-18
    0.219
    best: 0.213 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTh1 (96) Multivariate
    MAE· 2023-05-18
    0.391
    best: 0.376 (SegRNN)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTh1 (96) Multivariate
    MSE· 2023-05-18
    0.366
    best: 0.341 (SegRNN)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTh2 (192) Multivariate
    MAE· 2023-05-18
    0.374
    best: 0.33 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTh2 (192) Multivariate
    MSE· 2023-05-18
    0.319
    best: 0.274 (PatchMixer)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTm2 (720) Multivariate
    MAE· 2023-05-18
    0.385
    best: 0.363 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTm2 (720) Multivariate
    MSE· 2023-05-18
    0.366
    best: 0.338 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTh2 (720) Multivariate
    MAE· 2023-05-18
    0.421
    best: 0.418 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTh2 (720) Multivariate
    MSE· 2023-05-18
    0.372
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTm1 (192) Multivariate
    MAE· 2023-05-18
    0.363
    best: 0.354 (LTBoost (drop_last=false))
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTm1 (192) Multivariate
    MSE· 2023-05-18
    0.335
    best: 0.315 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonWeather (192)
    MAE· 2023-05-18
    0.26
    best: 0.227 (SegRNN)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonWeather (336)
    MAE· 2023-05-18
    0.294
    best: 0.26 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTm2 (96) Multivariate
    MAE· 2023-05-18
    0.253
    best: 0.24 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTm2 (96) Multivariate
    MSE· 2023-05-18
    0.164
    best: 0.153 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonWeather (720)
    MAE· 2023-05-18
    0.339
    best: 0.315 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTh2 (336) Multivariate
    MSE· 2023-05-18
    0.325
    best: 0.312 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTh1 (192) Multivariate
    MAE· 2023-05-18
    0.412
    best: 0.394 (PatchMixer)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTh1 (192) Multivariate
    MSE· 2023-05-18
    0.404
    best: 0.373 (PatchMixer)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTh1 (336) Multivariate
    MAE· 2023-05-18
    0.423
    best: 0.2158 (DeformTime)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTh1 (336) Multivariate
    MSE· 2023-05-18
    0.42
    best: 0.374 (D-PAD)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTm2 (336) Multivariate
    MAE· 2023-05-18
    0.326
    best: 0.315 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTm2 (336) Multivariate
    MSE· 2023-05-18
    0.273
    best: 0.262 (LTBoost (drop_last=false))
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTm1 (336) Multivariate
    MAE· 2023-05-18
    0.383
    best: 0.375 (LTBoost (drop_last=false))
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTm1 (336) Multivariate
    MSE· 2023-05-18
    0.37
    best: 0.349 (LTBoost (drop_last=false))
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTm1 (96) Multivariate
    MAE· 2023-05-18
    0.342
    best: 0.33 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTm1 (96) Multivariate
    MSE· 2023-05-18
    0.301
    best: 0.275 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTm1 (720) Multivariate
    MAE· 2023-05-18
    0.414
    best: 0.405 (LTBoost (drop_last=false))
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTm1 (720) Multivariate
    MSE· 2023-05-18
    0.425
    best: 0.403 (LTBoost (drop_last=false))
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTh2 (96) Multivariate
    MAE· 2023-05-18
    0.331
    best: 0.297 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTh2 (96) Multivariate
    MSE· 2023-05-18
    0.262
    best: 0.225 (PatchMixer)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonWeather (96)
    MAE· 2023-05-18
    0.225
    best: 0.181 (SegRNN)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTm2 (192) Multivariate
    MAE· 2023-05-18
    0.29
    best: 0.28 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTm2 (192) Multivariate
    MSE· 2023-05-18
    0.219
    best: 0.213 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTh1 (96) Multivariate
    MAE· 2023-05-18
    0.391
    best: 0.376 (SegRNN)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTh1 (96) Multivariate
    MSE· 2023-05-18
    0.366
    best: 0.341 (SegRNN)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTh2 (192) Multivariate
    MAE· 2023-05-18
    0.374
    best: 0.33 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTh2 (192) Multivariate
    MSE· 2023-05-18
    0.319
    best: 0.274 (PatchMixer)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTm2 (720) Multivariate
    MAE· 2023-05-18
    0.385
    best: 0.363 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTm2 (720) Multivariate
    MSE· 2023-05-18
    0.366
    best: 0.338 (xPatch)
    SOTA
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTh1 (720) Multivariate
    MAE· 2023-05-18
    0.456
    best: 0.447 (SegRNN)
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTh1 (720) Multivariate
    MSE· 2023-05-18
    0.442
    best: 0.409 (DiPE-Linear)
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonWeather (192)
    MSE· 2023-05-18
    0.218
    best: 0.186 (SegRNN)
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonWeather (336)
    MSE· 2023-05-18
    0.265
    best: 0.218 (xPatch)
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonWeather (720)
    MSE· 2023-05-18
    0.329
    best: 0.291 (xPatch)
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonETTh2 (336) Multivariate
    MAE· 2023-05-18
    0.386
    best: 0.36 (xPatch)
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series ForecastingonWeather (96)
    MSE· 2023-05-18
    0.175
    best: 0.142 (SegRNN)
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTh1 (720) Multivariate
    MAE· 2023-05-18
    0.456
    best: 0.447 (SegRNN)
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTh1 (720) Multivariate
    MSE· 2023-05-18
    0.442
    best: 0.409 (DiPE-Linear)
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonWeather (192)
    MSE· 2023-05-18
    0.218
    best: 0.186 (SegRNN)
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonWeather (336)
    MSE· 2023-05-18
    0.265
    best: 0.218 (xPatch)
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonWeather (720)
    MSE· 2023-05-18
    0.329
    best: 0.291 (xPatch)
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonETTh2 (336) Multivariate
    MAE· 2023-05-18
    0.386
    best: 0.36 (xPatch)
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721
  • Time Series AnalysisonWeather (96)
    MSE· 2023-05-18
    0.175
    best: 0.142 (SegRNN)
    Revisiting Long-term Time Series Forecasting: An Investigation on Linear MappingarXiv:2305.10721