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Models/SegRNN

SegRNN

Reported on 80 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 Series80 results

Time Series ForecastingonETTh1 (720) Multivariate
MAE· 2023-08-22
0.447
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh1 (720) Multivariate
MSE· 2023-08-22
0.434
best: 0.409 (DiPE-Linear)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonWeather (192)
MAE· 2023-08-22
0.227
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonWeather (192)
MSE· 2023-08-22
0.186
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonWeather (336)
MAE· 2023-08-22
0.269
best: 0.26 (xPatch)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonWeather (336)
MSE· 2023-08-22
0.237
best: 0.218 (xPatch)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonWeather (720)
MAE· 2023-08-22
0.32
best: 0.315 (xPatch)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonWeather (720)
MSE· 2023-08-22
0.31
best: 0.291 (xPatch)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh2 (336) Multivariate
MAE· 2023-08-22
0.374
best: 0.36 (xPatch)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh2 (192) Univariate
MAE· 2023-08-22
0.317
best: 0.305 (PatchMixer)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh2 (192) Univariate
MSE· 2023-08-22
0.158
best: 0.147 (PatchMixer)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh1 (192) Univariate
MSE· 2023-08-22
0.068
best: 0.066 (PatchMixer)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh1 (336) Multivariate
MAE· 2023-08-22
0.417
best: 0.2158 (DeformTime)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh1 (336) Multivariate
MSE· 2023-08-22
0.401
best: 0.374 (D-PAD)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh2 (96) Multivariate
MAE· 2023-08-22
0.32
best: 0.297 (xPatch)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonWeather (96)
MAE· 2023-08-22
0.181
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh1 (96) Multivariate
MAE· 2023-08-22
0.376
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh1 (96) Multivariate
MSE· 2023-08-22
0.341
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh1 (336) Univariate
MAE· 2023-08-22
0.215
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh1 (336) Univariate
MSE· 2023-08-22
0.073
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh2 (192) Multivariate
MAE· 2023-08-22
0.36
best: 0.33 (xPatch)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh2 (96) Univariate
MSE· 2023-08-22
0.121
best: 0.119 (PatchMixer)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh1 (720) Multivariate
MAE· 2023-08-22
0.447
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh1 (720) Multivariate
MSE· 2023-08-22
0.434
best: 0.409 (DiPE-Linear)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonWeather (192)
MAE· 2023-08-22
0.227
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonWeather (192)
MSE· 2023-08-22
0.186
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonWeather (336)
MAE· 2023-08-22
0.269
best: 0.26 (xPatch)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonWeather (336)
MSE· 2023-08-22
0.237
best: 0.218 (xPatch)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonWeather (720)
MAE· 2023-08-22
0.32
best: 0.315 (xPatch)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonWeather (720)
MSE· 2023-08-22
0.31
best: 0.291 (xPatch)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh2 (336) Multivariate
MAE· 2023-08-22
0.374
best: 0.36 (xPatch)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh2 (192) Univariate
MAE· 2023-08-22
0.317
best: 0.305 (PatchMixer)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh2 (192) Univariate
MSE· 2023-08-22
0.158
best: 0.147 (PatchMixer)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh1 (192) Univariate
MSE· 2023-08-22
0.068
best: 0.066 (PatchMixer)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh1 (336) Multivariate
MAE· 2023-08-22
0.417
best: 0.2158 (DeformTime)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh1 (336) Multivariate
MSE· 2023-08-22
0.401
best: 0.374 (D-PAD)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh2 (96) Multivariate
MAE· 2023-08-22
0.32
best: 0.297 (xPatch)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonWeather (96)
MAE· 2023-08-22
0.181
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh1 (96) Multivariate
MAE· 2023-08-22
0.376
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh1 (96) Multivariate
MSE· 2023-08-22
0.341
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh1 (336) Univariate
MAE· 2023-08-22
0.215
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh1 (336) Univariate
MSE· 2023-08-22
0.073
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh2 (192) Multivariate
MAE· 2023-08-22
0.36
best: 0.33 (xPatch)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh2 (96) Univariate
MSE· 2023-08-22
0.121
best: 0.119 (PatchMixer)
SOTA
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh2 (336) Univariate
MAE· 2023-08-22
0.345
best: 0.323 (Informer)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh2 (336) Univariate
MSE· 2023-08-22
0.18
best: 0.166 (PatchMixer)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh2 (720) Multivariate
MAE· 2023-08-22
0.424
best: 0.418 (xPatch)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh2 (720) Multivariate
MSE· 2023-08-22
0.394
best: 0.372 (RLinear)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh2 (336) Multivariate
MSE· 2023-08-22
0.325
best: 0.312 (xPatch)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh1 (720) Univariate
MAE· 2023-08-22
0.233
best: 0.223 (AutoCon)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh1 (720) Univariate
MSE· 2023-08-22
0.085
best: 0.078 (AutoCon)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh1 (96) Univariate
MAE· 2023-08-22
0.18
best: 0.177 (NLinear)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh1 (96) Univariate
MSE· 2023-08-22
0.053
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh1 (192) Multivariate
MAE· 2023-08-22
0.402
best: 0.394 (PatchMixer)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh1 (192) Multivariate
MSE· 2023-08-22
0.385
best: 0.373 (PatchMixer)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh1 (192) Univariate
MAE· 2023-08-22
0.208
best: 0.198 (PatchMixer)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh2 (96) Multivariate
MSE· 2023-08-22
0.263
best: 0.225 (PatchMixer)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonWeather (96)
MSE· 2023-08-22
0.142
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh2 (720) Univariate
MAE· 2023-08-22
0.365
best: 0.338 (Informer)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh2 (720) Univariate
MSE· 2023-08-22
0.205
best: 0.177 (AutoCon)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh2 (192) Multivariate
MSE· 2023-08-22
0.321
best: 0.274 (PatchMixer)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series ForecastingonETTh2 (96) Univariate
MAE· 2023-08-22
0.272
best: 0.268 (PatchMixer)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh2 (336) Univariate
MAE· 2023-08-22
0.345
best: 0.323 (Informer)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh2 (336) Univariate
MSE· 2023-08-22
0.18
best: 0.166 (PatchMixer)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh2 (720) Multivariate
MAE· 2023-08-22
0.424
best: 0.418 (xPatch)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh2 (720) Multivariate
MSE· 2023-08-22
0.394
best: 0.372 (RLinear)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh2 (336) Multivariate
MSE· 2023-08-22
0.325
best: 0.312 (xPatch)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh1 (720) Univariate
MAE· 2023-08-22
0.233
best: 0.223 (AutoCon)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh1 (720) Univariate
MSE· 2023-08-22
0.085
best: 0.078 (AutoCon)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh1 (96) Univariate
MAE· 2023-08-22
0.18
best: 0.177 (NLinear)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh1 (96) Univariate
MSE· 2023-08-22
0.053
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh1 (192) Multivariate
MAE· 2023-08-22
0.402
best: 0.394 (PatchMixer)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh1 (192) Multivariate
MSE· 2023-08-22
0.385
best: 0.373 (PatchMixer)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh1 (192) Univariate
MAE· 2023-08-22
0.208
best: 0.198 (PatchMixer)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh2 (96) Multivariate
MSE· 2023-08-22
0.263
best: 0.225 (PatchMixer)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonWeather (96)
MSE· 2023-08-22
0.142
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh2 (720) Univariate
MAE· 2023-08-22
0.365
best: 0.338 (Informer)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh2 (720) Univariate
MSE· 2023-08-22
0.205
best: 0.177 (AutoCon)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh2 (192) Multivariate
MSE· 2023-08-22
0.321
best: 0.274 (PatchMixer)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200
Time Series AnalysisonETTh2 (96) Univariate
MAE· 2023-08-22
0.272
best: 0.268 (PatchMixer)
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting arXiv:2308.11200