List your company
ResearchFormerly WizWand

Univariate Time Series Forecasting on ETTm2

0.062MSEPathformer
0.04520.15860.2720.3854May 18, 2022Jan 19, 2023Sep 23, 2023May 26, 2024Jan 28, 2025Oct 1, 2025Jun 5, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PathformerInput length (H)=96, Prediction length (F)=962024.020.0620.179
FEDformerPrediction Length=962022.050.0630.189
PatchTSTInput length (H)=96, Prediction length (F)=962024.020.0640.181
FiLMPrediction Length=962022.050.0650.189
AutoformerPrediction Length=962022.050.0650.189
AutoformerInput length (H)=96, Prediction length (F)=962024.020.0650.189
FEDformerInput length (H)=96, Prediction length (F)=962024.020.0720.206
LogTransPrediction Length=962022.050.0750.208
ReformerPrediction Length=962022.050.0760.214
InformerPrediction Length=962022.050.0880.225
FiLMPrediction Length=1922022.050.0940.233
PathformerInput length (H)=96, Prediction length (F)=1922024.020.0960.23
PatchTSTInput length (H)=96, Prediction length (F)=1922024.020.0970.231
FEDformerPrediction Length=1922022.050.1020.245
FEDformerInput length (H)=96, Prediction length (F)=1922024.020.1020.245
CF-JEPAAvg (MSE)=0.36, Avg (MAE)=0.38, Rank (MSE)=3.17, Rank (MAE)=3.19, Rank (w/o CoST) (MSE)=2.56, Rank (w/o CoST) (MAE)=2.582026.060.110.23
PeriodformerInput Length=144, Prediction Length=Avg2024.020.1150.253
FEDformerInput length=962024.020.1150.253
AutoformerPrediction Length=1922022.050.1180.256
MinusformerInput Length=96, Prediction Length=Avg2024.020.1180.254
MinusformerInput length=962024.020.1180.254
AutoformerInput length (H)=96, Prediction length (F)=1922024.020.1180.256
FiLMPrediction Length=3362022.050.1240.274
PathformerInput length (H)=96, Prediction length (F)=3362024.020.1280.268
LogTransPrediction Length=1922022.050.1290.275
PatchTSTInput length (H)=96, Prediction length (F)=3362024.020.1290.27
FEDformerPrediction Length=3362022.050.130.279
AutoformerInput Length=96, Prediction Length=Avg2024.020.130.271
LogTransInput Length=96, Prediction Length=Avg2024.020.130.277
InformerInput length=962024.020.130.271
ReformerInput length=962024.020.130.277
FEDformerInput length (H)=96, Prediction length (F)=3362024.020.130.279
TS2VecAvg=0.39, Rank=5.60, Rank (w/o CoST)=4.752026.060.13—
InformerPrediction Length=1922022.050.1320.283
ReformerPrediction Length=1922022.050.1320.29
PeriodformerInput length=14402024.020.1320.276
FEDformerInput Length=96, Prediction Length=Avg2024.020.1350.278
AutoformerInput length=962024.020.1350.278
ReformerInput Length=96, Prediction Length=Avg2024.020.1360.288
InformerInput Length=96, Prediction Length=Avg2024.020.1470.293
LogTransInput length=962024.020.1470.293
S4Prediction Length=962022.050.1530.318
AutoformerPrediction Length=3362022.050.1540.305
LogTransPrediction Length=3362022.050.1540.302
AutoformerInput length (H)=96, Prediction length (F)=3362024.020.1540.305
LogTransPrediction Length=7202022.050.160.321
ReformerPrediction Length=3362022.050.160.312
ReformerPrediction Length=7202022.050.1680.335
FiLMPrediction Length=7202022.050.1730.323
FEDformerPrediction Length=7202022.050.1780.325
FEDformerInput length (H)=96, Prediction length (F)=7202024.020.1780.325
PathformerInput length (H)=96, Prediction length (F)=7202024.020.1790.326
InformerPrediction Length=3362022.050.180.336
PatchTSTInput length (H)=96, Prediction length (F)=7202024.020.1810.33
AutoformerPrediction Length=7202022.050.1820.335
AutoformerInput length (H)=96, Prediction length (F)=7202024.020.1820.335
S4Prediction Length=1922022.050.1830.35
S4Prediction Length=3362022.050.2040.367
InformerPrediction Length=7202022.050.30.435
S4Prediction Length=7202022.050.4820.567