Long-term forecasting on ECL (Electricity Consumption Load) H=720 2012-2014 benchmark leaderboard · SOTA2 Research

Long-term forecasting on ECL (Electricity Consumption Load) H=720 2012-2014

0.32MAEiTransformer

Evaluation Results

Method	Links
iTransformer2026.05		0.32	0.22
PatchTST2026.05		0.337	0.256
TimesFM Vanilla Adapter2026.05		0.342	0.252
TimesFM + TDA2026.05		0.343	0.254
Chronos + TDA + Sheaf2026.05		0.346	0.257
Chronos Vanilla Adapter2026.05		0.348	0.259
Chronos + TDA2026.05		0.349	0.259
TimesFM + TDA + Sheaf2026.05		0.35	0.269
Transformer + TDA2026.05		0.351	0.276
Transformer2026.05		0.355	0.289
Transformer + TDA + Sheaf2026.05		0.355	0.279
Autoformer2026.05		0.361	0.254
TimesFM Zero-Shot2026.05		0.607	0.626
Chronos Zero-Shot2026.05		0.642	0.688