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ResearchFormerly WizWand

Long-term Time Series Forecasting on AQWAN

0.711MSEPESD-TSF
0.700560.771030.84150.91197May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PESD-TSFPrediction Length (O)=962026.050.7110.451
TIMEBASEPrediction Length (O)=962026.050.7260.477
PATCHTSTPrediction Length (O)=962026.050.7350.467
SPARSETSFPrediction Length (O)=962026.050.7580.486
PESD-TSFPrediction Length (O)=1922026.050.760.478
TIMEBASEPrediction Length (O)=1922026.050.7610.492
TIMEMIXERPrediction Length (O)=962026.050.7620.484
FITSPrediction Length (O)=1922026.050.7650.485
PESD-TSFPrediction Length (L)=AVG2026.050.7690.48
PESD-TSFPrediction Length (O)=AVG2026.050.7690.48
TimeBasePrediction Length (L)=AVG2026.050.7790.499
TIMEBASEPrediction Length (O)=AVG2026.050.7790.499
TIMEMIXERPrediction Length (O)=1922026.050.7790.492
TIMEBASEPrediction Length (O)=3362026.050.7830.502
iTRANS*Prediction Length (O)=1922026.050.7850.501
PATCHTSTPrediction Length (O)=1922026.050.7920.5
PESD-TSFPrediction Length (O)=3362026.050.7930.494
FITSPrediction Length (O)=962026.050.7950.51
iTRANS*Prediction Length (O)=962026.050.7980.511
PATCHTSTPrediction Length (O)=3362026.050.8040.525
PatchTSTPrediction Length (L)=AVG2026.050.810.513
SPARSETSFPrediction Length (O)=3362026.050.810.531
PATCHTSTPrediction Length (O)=AVG2026.050.810.513
FITSPrediction Length (L)=AVG2026.050.8130.519
PESD-TSFPrediction Length (O)=7202026.050.8130.497
FITSPrediction Length (O)=AVG2026.050.8130.519
iTRANS*Prediction Length (O)=3362026.050.8180.537
TimeMixerPrediction Length (L)=AVG2026.050.8220.521
TIMEMIXERPrediction Length (O)=AVG2026.050.8220.521
SparseTSFPrediction Length (L)=AVG2026.050.8260.526
SPARSETSFPrediction Length (O)=AVG2026.050.8260.526
FITSPrediction Length (O)=7202026.050.8310.517
DLINEARPrediction Length (O)=962026.050.8350.531
DLINEARPrediction Length (O)=3362026.050.8420.55
iTrans*Prediction Length (L)=AVG2026.050.8430.538
iTRANS*Prediction Length (O)=AVG2026.050.8430.538
TIMEBASEPrediction Length (O)=7202026.050.8470.524
SPARSETSFPrediction Length (O)=1922026.050.8510.542
TIMEMIXERPrediction Length (O)=3362026.050.8570.559
FITSPrediction Length (O)=3362026.050.8610.564
DLinearPrediction Length (L)=AVG2026.050.8830.56
SPARSETSFPrediction Length (O)=7202026.050.8830.546
DLINEARPrediction Length (O)=AVG2026.050.8830.56
DLINEARPrediction Length (O)=1922026.050.8840.558
TIMEMIXERPrediction Length (O)=7202026.050.8910.549
PATCHTSTPrediction Length (O)=7202026.050.9090.561
iTRANS*Prediction Length (O)=7202026.050.9710.604
DLINEARPrediction Length (O)=7202026.050.9720.6