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Long-horizon block forecasting on ETTh1 (6:2:2)

0.459MAEAutoformer
0.433120.607810.78250.95719May 10, 2026

Evaluation results

MethodLinks
AutoformerLook-back window length (L)=96, Prediction timestamps (T)=962026.050.4590.449—
STNPLook-back window length (L)=96, Prediction timestamps (T)=962026.050.4870.539—
TETNPLook-back window length (L)=96, Prediction timestamps (T)=962026.050.6390.723—
InformerLook-back window length (L)=96, Prediction timestamps (T)=962026.050.7130.865—
BANPLook-back window length (L)=96, Prediction timestamps (T)=962026.050.7571.002—
BNPLook-back window length (L)=96, Prediction timestamps (T)=962026.050.7941.067—
CANPLook-back window length (L)=96, Prediction timestamps (T)=962026.050.7981.106—
ANPLook-back window length (L)=96, Prediction timestamps (T)=962026.050.821.182—
SConvCNPLook-back window length (L)=96, Prediction timestamps (T)=962026.050.8271.105—
ConvCNPLook-back window length (L)=96, Prediction timestamps (T)=962026.050.8371.139—
TNPLook-back window length (L)=96, Prediction timestamps (T)=962026.051.1060.8—