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ResearchFormerly WizWand

Long-term forecasting on ETTm1 (MSE)

0.292MSEPatchTST
0.281560.352030.42250.49297Jun 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PatchTSTPrediction Horizon=96, Lookback=3362026.060.292
DLinearPrediction Horizon=96, Lookback=3362026.060.301
FITSPrediction Horizon=96, Lookback=3362026.060.303
PatchTSTPrediction Horizon=192, Lookback=3362026.060.33
DLinearPrediction Horizon=192, Lookback=3362026.060.335
FITSPrediction Horizon=192, Lookback=3362026.060.337
TimesNetPrediction Horizon=96, Lookback=3362026.060.338
HAMON-DiffIntPrediction Horizon=96, Lookback=3362026.060.358
FEDformerPrediction Horizon=96, Lookback=3362026.060.362
PatchTSTPrediction Horizon=336, Lookback=3362026.060.365
FITSPrediction Horizon=336, Lookback=3362026.060.366
DLinearPrediction Horizon=336, Lookback=3362026.060.371
HAMON-CohPrediction Horizon=96, Lookback=3362026.060.372
TimesNetPrediction Horizon=192, Lookback=3362026.060.374
FEDformerPrediction Horizon=192, Lookback=3362026.060.393
TimesNetPrediction Horizon=336, Lookback=3362026.060.41
HAMON-DiffIntPrediction Horizon=192, Lookback=3362026.060.413
FITSPrediction Horizon=720, Lookback=3362026.060.415
PatchTSTPrediction Horizon=720, Lookback=3362026.060.419
HAMON-CohPrediction Horizon=192, Lookback=3362026.060.419
DLinearPrediction Horizon=720, Lookback=3362026.060.426
FEDformerPrediction Horizon=336, Lookback=3362026.060.442
HAMON-DiffIntPrediction Horizon=336, Lookback=3362026.060.468
HAMON-CohPrediction Horizon=336, Lookback=3362026.060.47
TimesNetPrediction Horizon=720, Lookback=3362026.060.478
FEDformerPrediction Horizon=720, Lookback=3362026.060.483
HAMON-DiffIntPrediction Horizon=720, Lookback=3362026.060.531
HAMON-CohPrediction Horizon=720, Lookback=3362026.060.553