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Time-Series Forecasting on ETTh1 (Average Error Reduction (MAE))

3.97Avg Error Reduction (MAE)UEC-LSTM
-0.93880.33561.612.8844May 20, 2026

Evaluation results

MethodLinks
UEC-LSTM2026.053.97
UEC-GRU2026.053.27
UEC-CNN2026.052.07
UEC-Transformer2026.051.14
UEC-Logistic2026.050.86
UEC-XGBoost2026.050.18
AR (No Correction)2026.050
UEC-MLP2026.05-0.18
UEC-STD2026.05-0.29
UEC-Random Forest2026.05-0.75