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ResearchFormerly WizWand

Long-term Time-series Forecasting on PEMS03 (test)

0.089MSEQDF
0.079920.141210.20250.26379Oct 28, 2025
Updated 7mo ago

Evaluation results

MethodLinks
QDFInput length=96, Forecast horizons=T=96, 192, 336, 720, Underlying forecast model=TQNet2025.100.0890.197
DistDFInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.100.1040.215
MICNInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.100.1060.223
MICNInput length=96, Forecast horizons=T=96, 192, 336, 7202025.100.1060.223
TimeBridgeInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.100.1120.223
TQNetInput length=96, Forecast horizons=T=96, 192, 336, 7202025.100.1190.217
iTransformerInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.100.1220.233
iTransformerInput length=96, Forecast horizons=T=96, 192, 336, 7202025.100.1220.233
TimesNetInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.100.1260.23
TimesNetInput length=96, Forecast horizons=T=96, 192, 336, 7202025.100.1260.23
FredformerInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.100.1460.26
FredformerInput length=96, Forecast horizons=T=96, 192, 336, 7202025.100.1460.26
FreTSInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.100.1490.261
FreTSInput length=96, Forecast horizons=T=96, 192, 336, 7202025.100.1490.261
PatchTSTInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.100.170.282
PatchTSTInput length=96, Forecast horizons=T=96, 192, 336, 7202025.100.170.282
PDFInput length=96, Forecast horizons=T=96, 192, 336, 7202025.100.1810.286
DLinearInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.100.2160.322
DLinearInput length=96, Forecast horizons=T=96, 192, 336, 7202025.100.2160.322
TiDEInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.100.3160.37
TiDEInput length=96, Forecast horizons=T=96, 192, 336, 7202025.100.3160.37