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ResearchFormerly WizWand

Time Series Forecasting on ETTh1 (MASE)

0.79MASENatSRstable
0.76160.95331.1451.3367Nov 28, 2025Dec 6, 2025Dec 15, 2025Dec 24, 2025Jan 1, 2026Jan 10, 2026Jan 19, 2026
Updated 8mo ago

Evaluation results

MethodLinks
NatSRstablePred. Len=12026.010.79
DER++Pred. Len=12026.010.82
ERPred. Len=12026.010.83
OneNetMAEPred. Len=12026.010.83
NatSRfastPred. Len=12026.010.83
OneNetPred. Len=12026.010.86
OGDPred. Len=12026.010.87
FSNETMAEPred. Len=12026.010.92
FSNETPred. Len=12026.010.93
NatSRstablePred. Len=242026.010.97
interPDNForecast Horizon=962025.110.976
xPatchForecast Horizon=962025.110.994
PatchTSTForecast Horizon=962025.111.005
interPDNForecast Horizon=1922025.111.026
xPatchForecast Horizon=1922025.111.037
FSNETPred. Len=242026.011.05
interPDNForecast Horizon=avg2025.111.069
interPDNForecast Horizon=3362025.111.075
FSNETMAEPred. Len=242026.011.08
xPatchForecast Horizon=avg2025.111.083
xPatchForecast Horizon=3362025.111.089
TimesNetForecast Horizon=962025.111.118
NatSRstablePred. Len=482026.011.12
PatchTSTForecast Horizon=1922025.111.127
PatchTSTForecast Horizon=avg2025.111.132
iTransformerForecast Horizon=962025.111.14
FSNETPred. Len=482026.011.15
FSNETMAEPred. Len=482026.011.16
TimesNetForecast Horizon=1922025.111.181
PatchTSTForecast Horizon=3362025.111.188
TimesNetForecast Horizon=avg2025.111.197
interPDNForecast Horizon=7202025.111.199
TimesNetForecast Horizon=3362025.111.2
PatchTSTForecast Horizon=7202025.111.209
xPatchForecast Horizon=7202025.111.211
iTransformerForecast Horizon=1922025.111.235
iTransformerForecast Horizon=avg2025.111.257
TimesNetForecast Horizon=7202025.111.287
iTransformerForecast Horizon=3362025.111.295
iTransformerForecast Horizon=7202025.111.359
NatSRfastPred. Len=482026.011.37
OneNetMAEPred. Len=242026.011.38
OneNetPred. Len=482026.011.38
OneNetMAEPred. Len=482026.011.39
NatSRfastPred. Len=242026.011.4
OneNetPred. Len=242026.011.42
ERPred. Len=482026.011.42
DER++Pred. Len=482026.011.42
DER++Pred. Len=242026.011.45
OGDPred. Len=482026.011.46
ERPred. Len=242026.011.49
OGDPred. Len=242026.011.5