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Models/PatchTST/64

PatchTST/64

Reported on 80 benchmarks across 2 tasks · 1 paper · 38 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· 2022-11-27
0.422
best: 0.418 (xPatch)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh2 (720) Multivariate
MSE· 2022-11-27
0.379
best: 0.372 (RLinear)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonWeather (192)
MSE· 2022-11-27
0.194
best: 0.186 (SegRNN)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonWeather (336)
MSE· 2022-11-27
0.245
best: 0.218 (xPatch)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonElectricity (336)
MSE· 2022-11-27
0.163
best: 0.156 (xPatch)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonWeather (720)
MSE· 2022-11-27
0.314
best: 0.291 (xPatch)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh2 (336) Multivariate
MAE· 2022-11-27
0.384
best: 0.36 (xPatch)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh2 (336) Multivariate
MSE· 2022-11-27
0.329
best: 0.312 (xPatch)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonElectricity (192)
MSE· 2022-11-27
0.147
best: 0.14 (xPatch)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh1 (336) Multivariate
MSE· 2022-11-27
0.422
best: 0.374 (D-PAD)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh2 (96) Multivariate
MAE· 2022-11-27
0.337
best: 0.297 (xPatch)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh2 (96) Multivariate
MSE· 2022-11-27
0.274
best: 0.225 (PatchMixer)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonWeather (96)
MSE· 2022-11-27
0.149
best: 0.142 (SegRNN)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh1 (96) Multivariate
MSE· 2022-11-27
0.37
best: 0.341 (SegRNN)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh1 (336) Univariate
MAE· 2022-11-27
0.22
best: 0.215 (SegRNN)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh1 (336) Univariate
MSE· 2022-11-27
0.076
best: 0.073 (SegRNN)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonElectricity (96)
MSE· 2022-11-27
0.129
best: 0.126 (xPatch)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh2 (192) Multivariate
MSE· 2022-11-27
0.341
best: 0.274 (PatchMixer)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonElectricity (720)
MSE· 2022-11-27
0.197
best: 0.178 (MoLE-RMLP)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh2 (720) Multivariate
MAE· 2022-11-27
0.422
best: 0.418 (xPatch)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh2 (720) Multivariate
MSE· 2022-11-27
0.379
best: 0.372 (RLinear)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonWeather (192)
MSE· 2022-11-27
0.194
best: 0.186 (SegRNN)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonWeather (336)
MSE· 2022-11-27
0.245
best: 0.218 (xPatch)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonElectricity (336)
MSE· 2022-11-27
0.163
best: 0.156 (xPatch)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonWeather (720)
MSE· 2022-11-27
0.314
best: 0.291 (xPatch)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh2 (336) Multivariate
MAE· 2022-11-27
0.384
best: 0.36 (xPatch)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh2 (336) Multivariate
MSE· 2022-11-27
0.329
best: 0.312 (xPatch)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonElectricity (192)
MSE· 2022-11-27
0.147
best: 0.14 (xPatch)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh1 (336) Multivariate
MSE· 2022-11-27
0.422
best: 0.374 (D-PAD)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh2 (96) Multivariate
MAE· 2022-11-27
0.337
best: 0.297 (xPatch)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh2 (96) Multivariate
MSE· 2022-11-27
0.274
best: 0.225 (PatchMixer)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonWeather (96)
MSE· 2022-11-27
0.149
best: 0.142 (SegRNN)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh1 (96) Multivariate
MSE· 2022-11-27
0.37
best: 0.341 (SegRNN)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh1 (336) Univariate
MAE· 2022-11-27
0.22
best: 0.215 (SegRNN)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh1 (336) Univariate
MSE· 2022-11-27
0.076
best: 0.073 (SegRNN)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonElectricity (96)
MSE· 2022-11-27
0.129
best: 0.126 (xPatch)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh2 (192) Multivariate
MSE· 2022-11-27
0.341
best: 0.274 (PatchMixer)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonElectricity (720)
MSE· 2022-11-27
0.197
best: 0.178 (MoLE-RMLP)
SOTA
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh2 (336) Univariate
MAE· 2022-11-27
0.336
best: 0.323 (Informer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh2 (336) Univariate
MSE· 2022-11-27
0.171
best: 0.166 (PatchMixer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh1 (720) Multivariate
MAE· 2022-11-27
0.468
best: 0.447 (SegRNN)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh1 (720) Multivariate
MSE· 2022-11-27
0.447
best: 0.409 (DiPE-Linear)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh1 (720) Univariate
MAE· 2022-11-27
0.236
best: 0.223 (AutoCon)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh1 (720) Univariate
MSE· 2022-11-27
0.087
best: 0.078 (AutoCon)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh1 (96) Univariate
MAE· 2022-11-27
0.189
best: 0.177 (NLinear)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh1 (96) Univariate
MSE· 2022-11-27
0.059
best: 0.053 (SegRNN)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh1 (192) Multivariate
MAE· 2022-11-27
0.429
best: 0.394 (PatchMixer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh1 (192) Multivariate
MSE· 2022-11-27
0.413
best: 0.373 (PatchMixer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh2 (192) Univariate
MAE· 2022-11-27
0.329
best: 0.305 (PatchMixer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh2 (192) Univariate
MSE· 2022-11-27
0.171
best: 0.147 (PatchMixer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh1 (192) Univariate
MAE· 2022-11-27
0.215
best: 0.198 (PatchMixer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh1 (192) Univariate
MSE· 2022-11-27
0.074
best: 0.066 (PatchMixer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh1 (336) Multivariate
MAE· 2022-11-27
0.44
best: 0.2158 (DeformTime)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh2 (720) Univariate
MAE· 2022-11-27
0.38
best: 0.338 (Informer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh2 (720) Univariate
MSE· 2022-11-27
0.223
best: 0.177 (AutoCon)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh1 (96) Multivariate
MAE· 2022-11-27
0.4
best: 0.376 (SegRNN)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh2 (192) Multivariate
MAE· 2022-11-27
0.382
best: 0.33 (xPatch)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh2 (96) Univariate
MAE· 2022-11-27
0.284
best: 0.268 (PatchMixer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series ForecastingonETTh2 (96) Univariate
MSE· 2022-11-27
0.131
best: 0.119 (PatchMixer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh2 (336) Univariate
MAE· 2022-11-27
0.336
best: 0.323 (Informer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh2 (336) Univariate
MSE· 2022-11-27
0.171
best: 0.166 (PatchMixer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh1 (720) Multivariate
MAE· 2022-11-27
0.468
best: 0.447 (SegRNN)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh1 (720) Multivariate
MSE· 2022-11-27
0.447
best: 0.409 (DiPE-Linear)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh1 (720) Univariate
MAE· 2022-11-27
0.236
best: 0.223 (AutoCon)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh1 (720) Univariate
MSE· 2022-11-27
0.087
best: 0.078 (AutoCon)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh1 (96) Univariate
MAE· 2022-11-27
0.189
best: 0.177 (NLinear)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh1 (96) Univariate
MSE· 2022-11-27
0.059
best: 0.053 (SegRNN)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh1 (192) Multivariate
MAE· 2022-11-27
0.429
best: 0.394 (PatchMixer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh1 (192) Multivariate
MSE· 2022-11-27
0.413
best: 0.373 (PatchMixer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh2 (192) Univariate
MAE· 2022-11-27
0.329
best: 0.305 (PatchMixer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh2 (192) Univariate
MSE· 2022-11-27
0.171
best: 0.147 (PatchMixer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh1 (192) Univariate
MAE· 2022-11-27
0.215
best: 0.198 (PatchMixer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh1 (192) Univariate
MSE· 2022-11-27
0.074
best: 0.066 (PatchMixer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh1 (336) Multivariate
MAE· 2022-11-27
0.44
best: 0.2158 (DeformTime)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh2 (720) Univariate
MAE· 2022-11-27
0.38
best: 0.338 (Informer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh2 (720) Univariate
MSE· 2022-11-27
0.223
best: 0.177 (AutoCon)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh1 (96) Multivariate
MAE· 2022-11-27
0.4
best: 0.376 (SegRNN)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh2 (192) Multivariate
MAE· 2022-11-27
0.382
best: 0.33 (xPatch)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh2 (96) Univariate
MAE· 2022-11-27
0.284
best: 0.268 (PatchMixer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730
Time Series AnalysisonETTh2 (96) Univariate
MSE· 2022-11-27
0.131
best: 0.119 (PatchMixer)
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers arXiv:2211.14730