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ResearchFormerly WizWand

Long-term Time Series Forecasting on AQSHUNYI

0.621MSEPESD-TSF
0.614880.656190.69750.73881May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PESD-TSFPrediction Length (O)=962026.050.6210.461
TIMEBASEPrediction Length (O)=962026.050.6290.489
PATCHTSTPrediction Length (O)=962026.050.6430.476
PESD-TSFPrediction Length (O)=1922026.050.6540.481
TIMEBASEPrediction Length (O)=1922026.050.6610.5
PESD-TSFPrediction Length (L)=AVG2026.050.6650.488
PESD-TSFPrediction Length (O)=AVG2026.050.6650.488
TimeBasePrediction Length (L)=AVG2026.050.6750.506
TIMEBASEPrediction Length (O)=AVG2026.050.6750.506
TIMEBASEPrediction Length (O)=3362026.050.6830.51
PESD-TSFPrediction Length (O)=3362026.050.6840.503
iTRANS*Prediction Length (O)=962026.050.6860.508
PatchTSTPrediction Length (L)=AVG2026.050.6910.503
PATCHTSTPrediction Length (O)=AVG2026.050.6910.503
PATCHTSTPrediction Length (O)=1922026.050.6920.501
PATCHTSTPrediction Length (O)=3362026.050.6950.514
TIMEMIXERPrediction Length (O)=962026.050.7030.534
PESD-TSFPrediction Length (O)=7202026.050.7040.507
TIMEMIXERPrediction Length (O)=1922026.050.720.524
iTrans*Prediction Length (L)=AVG2026.050.7230.52
iTRANS*Prediction Length (O)=AVG2026.050.7230.52
TIMEBASEPrediction Length (O)=7202026.050.7250.523
iTRANS*Prediction Length (O)=1922026.050.7280.52
iTRANS*Prediction Length (O)=3362026.050.7320.529
PATCHTSTPrediction Length (O)=7202026.050.7320.52
TimeMixerPrediction Length (L)=AVG2026.050.7360.536
TIMEMIXERPrediction Length (O)=AVG2026.050.7360.536
iTRANS*Prediction Length (O)=7202026.050.7440.524
TIMEMIXERPrediction Length (O)=3362026.050.7470.546
DLINEARPrediction Length (O)=7202026.050.7480.559
SPARSETSFPrediction Length (O)=962026.050.7510.553
DLINEARPrediction Length (O)=962026.050.7510.579
SPARSETSFPrediction Length (O)=3362026.050.7520.544
FITSPrediction Length (O)=3362026.050.7550.544
DLinearPrediction Length (L)=AVG2026.050.7570.572
DLINEARPrediction Length (O)=AVG2026.050.7570.572
DLINEARPrediction Length (O)=3362026.050.7580.58
FITSPrediction Length (O)=962026.050.7590.555
SparseTSFPrediction Length (L)=AVG2026.050.760.546
SPARSETSFPrediction Length (O)=AVG2026.050.760.546
FITSPrediction Length (L)=AVG2026.050.7630.548
SPARSETSFPrediction Length (O)=7202026.050.7630.537
FITSPrediction Length (O)=7202026.050.7630.538
FITSPrediction Length (O)=AVG2026.050.7630.548
DLINEARPrediction Length (O)=1922026.050.7710.571
TIMEMIXERPrediction Length (O)=7202026.050.7720.541
SPARSETSFPrediction Length (O)=1922026.050.7740.551
FITSPrediction Length (O)=1922026.050.7740.553