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Long-term forecasting on ECL T=192

0.119MSE

Transformer + TDA

Updated 19d ago

Evaluation Results

Method	Links
Transformer + TDA 2026.05		0.119	0.227
Transformer + TDA + Sheaf 2026.05		0.119	0.231
Transformer 2026.05		0.125	0.234
TimeMixer 2024.06		0.14	0.22
AMD 2024.06		0.147	0.238
PatchTST 2024.06		0.147	0.24
DLinear 2024.06		0.152	0.249
iTransformer 2024.06		0.162	0.253
MTS-Mixers 2024.06		0.163	0.261
MICN 2024.06		0.168	0.279
iTransformer 2026.05		0.182	0.274
TimesNet 2024.06		0.184	0.289
FEDformer 2024.06		0.197	0.311
TimesFM + TDA + Sheaf 2026.05		0.197	0.296
Chronos + TDA + Sheaf 2026.05		0.198	0.298
PatchTST 2026.05		0.199	0.289
TimesFM Vanilla Adapter 2026.05		0.206	0.303
TimesFM + TDA 2026.05		0.206	0.303
Chronos Vanilla Adapter 2026.05		0.207	0.305
Chronos + TDA 2026.05		0.207	0.305
Autoformer 2026.05		0.222	0.334
Crossformer 2024.06		0.258	0.33
TimesFM Zero-Shot 2026.05		0.599	0.581
Chronos Zero-Shot 2026.05		0.616	0.594