Long-term forecasting on ECL T=192 benchmark leaderboard · SOTA2 Research

Long-term forecasting on ECL T=192

0.119MSETransformer + TDA

Evaluation Results

Method	Links
Transformer + TDA2026.05		0.119	0.227
Transformer + TDA + Sheaf2026.05		0.119	0.231
Transformer2026.05		0.125	0.234
TimeMixer2024.06		0.14	0.22
AMD2024.06		0.147	0.238
PatchTST2024.06		0.147	0.24
DLinear2024.06		0.152	0.249
iTransformer2024.06		0.162	0.253
MTS-Mixers2024.06		0.163	0.261
MICN2024.06		0.168	0.279
iTransformer2026.05		0.182	0.274
TimesNet2024.06		0.184	0.289
FEDformer2024.06		0.197	0.311
TimesFM + TDA + Sheaf2026.05		0.197	0.296
Chronos + TDA + Sheaf2026.05		0.198	0.298
PatchTST2026.05		0.199	0.289
TimesFM Vanilla Adapter2026.05		0.206	0.303
TimesFM + TDA2026.05		0.206	0.303
Chronos Vanilla Adapter2026.05		0.207	0.305
Chronos + TDA2026.05		0.207	0.305
Autoformer2026.05		0.222	0.334
Crossformer2024.06		0.258	0.33
TimesFM Zero-Shot2026.05		0.599	0.581
Chronos Zero-Shot2026.05		0.616	0.594