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ResearchFormerly WizWand

Long-term time-series forecasting on PEMS08 (test)

0.12MSEQDF
0.112080.165540.2190.27246Oct 28, 2025
Updated 7mo ago

Evaluation results

MethodLinks
QDFInput length=96, Forecast horizons=T=96, 192, 336, 720, Underlying forecast model=TQNet2025.100.120.221
DistDFInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.100.1230.223
TimeBridgeInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.100.1390.239
TQNetInput length=96, Forecast horizons=T=96, 192, 336, 7202025.100.1390.24
iTransformerInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.100.1490.247
iTransformerInput length=96, Forecast horizons=T=96, 192, 336, 7202025.100.1490.247
TimesNetInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.100.1520.243
TimesNetInput length=96, Forecast horizons=T=96, 192, 336, 7202025.100.1520.243
MICNInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.100.1530.258
MICNInput length=96, Forecast horizons=T=96, 192, 336, 7202025.100.1530.258
FredformerInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.100.1710.271
FredformerInput length=96, Forecast horizons=T=96, 192, 336, 7202025.100.1710.271
FreTSInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.100.1740.275
FreTSInput length=96, Forecast horizons=T=96, 192, 336, 7202025.100.1740.275
PatchTSTInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.100.2010.303
PatchTSTInput length=96, Forecast horizons=T=96, 192, 336, 7202025.100.2010.303
PDFInput length=96, Forecast horizons=T=96, 192, 336, 7202025.100.210.301
DLinearInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.100.2490.332
DLinearInput length=96, Forecast horizons=T=96, 192, 336, 7202025.100.2490.332
TiDEInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.100.3180.378
TiDEInput length=96, Forecast horizons=T=96, 192, 336, 7202025.100.3180.378