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Long-term Time Series Forecasting on KnowAir

940.284O3 MSE (bthsa)AdaMamba
936.65464961.15282985.6511,010.14918Apr 25, 2026

Evaluation results

MethodLinks
AdaMambaInput length=72, Prediction horizon=722026.04940.28423.1091,206.14922.281
TimeMachineInput length=72, Prediction horizon=722026.04967.75623.3621,209.12422.111
STDMambaInput length=72, Prediction horizon=722026.04977.50623.5741,217.61622.483
PatchTSTInput length=72, Prediction horizon=722026.04992.86423.7131,223.6122.414
iTransformerInput length=72, Prediction horizon=722026.04994.82123.6671,210.72222.315
FreTSInput length=72, Prediction horizon=722026.041,006.53724.0111,222.68825.282
S_MambaInput length=72, Prediction horizon=722026.041,017.04824.0091,214.14622.372
ModernTCNInput length=72, Prediction horizon=722026.041,018.67824.0341,276.57223
AffirmInput length=72, Prediction horizon=722026.041,031.01824.1381,241.49722.63