Long-term forecasting on ECL (Electricity Consumption Load) H336 (2012-2014) benchmark leaderboard · SOTA2 Research

Long-term forecasting on ECL (Electricity Consumption Load) H336 (2012-2014)

0.243MAETransformer

Evaluation Results

Method	Links
Transformer2026.05		0.243	0.14
Transformer + TDA2026.05		0.243	0.141
Transformer + TDA + Sheaf2026.05		0.245	0.136
iTransformer2026.05		0.292	0.2
PatchTST2026.05		0.305	0.215
TimesFM + TDA + Sheaf2026.05		0.313	0.217
Chronos + TDA + Sheaf2026.05		0.315	0.217
TimesFM Vanilla Adapter2026.05		0.315	0.219
TimesFM + TDA2026.05		0.315	0.219
Chronos + TDA2026.05		0.318	0.22
Chronos Vanilla Adapter2026.05		0.319	0.221
Autoformer2026.05		0.338	0.231
TimesFM Zero-Shot2026.05		0.589	0.605
Chronos Zero-Shot2026.05		0.612	0.638