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ResearchFormerly WizWand

Long-term Time Series Forecasting on PM2.5

0.319MSEPESD-TSF
0.311560.361780.4120.46222May 15, 2026
Updated 5mo ago

Evaluation results

MethodLinks
PESD-TSFPrediction Length (O)=7202026.050.3190.375
PESD-TSFPrediction Length (L)=AVG2026.050.3870.407
PESD-TSFPrediction Length (O)=3362026.050.3870.403
PESD-TSFPrediction Length (O)=AVG2026.050.3870.407
PESD-TSFPrediction Length (O)=1922026.050.420.42
PESD-TSFPrediction Length (O)=962026.050.4220.43
TIMEBASEPrediction Length (O)=7202026.050.4250.448
TIMEBASEPrediction Length (O)=3362026.050.4260.433
TimeBasePrediction Length (L)=AVG2026.050.4280.437
TIMEBASEPrediction Length (O)=AVG2026.050.4280.437
TIMEBASEPrediction Length (O)=1922026.050.4290.432
TIMEBASEPrediction Length (O)=962026.050.4320.435
DLINEARPrediction Length (O)=962026.050.4370.441
FITSPrediction Length (O)=7202026.050.440.461
TIMEMIXERPrediction Length (O)=962026.050.4450.449
PATCHTSTPrediction Length (O)=7202026.050.4480.47
DLinearPrediction Length (L)=AVG2026.050.4490.457
DLINEARPrediction Length (O)=3362026.050.4490.451
DLINEARPrediction Length (O)=AVG2026.050.4490.457
FITSPrediction Length (O)=3362026.050.450.453
PATCHTSTPrediction Length (O)=962026.050.450.454
DLINEARPrediction Length (O)=1922026.050.4540.458
FITSPrediction Length (O)=1922026.050.4550.46
SPARSETSFPrediction Length (O)=7202026.050.4560.479
DLINEARPrediction Length (O)=7202026.050.4570.479
SPARSETSFPrediction Length (O)=1922026.050.4580.465
PatchTSTPrediction Length (L)=AVG2026.050.4590.467
PATCHTSTPrediction Length (O)=AVG2026.050.4590.467
FITSPrediction Length (L)=AVG2026.050.460.469
FITSPrediction Length (O)=AVG2026.050.460.469
iTRANS*Prediction Length (O)=3362026.050.4610.467
PATCHTSTPrediction Length (O)=1922026.050.4610.465
TIMEMIXERPrediction Length (O)=7202026.050.4640.487
TimeMixerPrediction Length (L)=AVG2026.050.4650.474
TIMEMIXERPrediction Length (O)=AVG2026.050.4650.474
iTRANS*Prediction Length (O)=962026.050.4660.474
SparseTSFPrediction Length (L)=AVG2026.050.4670.477
SPARSETSFPrediction Length (O)=AVG2026.050.4670.477
TIMEMIXERPrediction Length (O)=3362026.050.4730.475
SPARSETSFPrediction Length (O)=962026.050.4750.482
PATCHTSTPrediction Length (O)=3362026.050.4750.477
SPARSETSFPrediction Length (O)=3362026.050.4780.482
TIMEMIXERPrediction Length (O)=1922026.050.4790.483
iTrans*Prediction Length (L)=AVG2026.050.480.492
iTRANS*Prediction Length (O)=AVG2026.050.480.492
iTRANS*Prediction Length (O)=7202026.050.4890.514
FITSPrediction Length (O)=962026.050.4950.501
iTRANS*Prediction Length (O)=1922026.050.5050.511