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ResearchFormerly WizWand

Time Series Forecasting on ETTm2 (MSE)

0.0293MSEUniCast
-0.050140.486081.02231.55852Apr 10, 2025May 1, 2025May 22, 2025Jun 13, 2025Jul 4, 2025Jul 25, 2025Aug 16, 2025
Updated 7mo ago

Evaluation results

MethodLinks
UniCastVision Encoder=BLIP, Text Encoder=LLaMA2025.080.0293
UniCastVision Encoder=CLIP, Text Encoder=Qwen2025.080.0307
ChronosEvaluation Protocol=Fine-tuned2025.080.0357
MoiraiEvaluation Protocol=Zero-shot2025.080.0628
ChronosEvaluation Protocol=Zero-shot2025.080.0828
TimerEvaluation Protocol=Zero-shot2025.080.0837
TTMEvaluation Protocol=Zero-shot2025.080.1213
ms-MambaForecast length (T)=96, Lookback length (L)=962025.040.175
PatchTSTForecast length (T)=96, Lookback length (L)=962025.040.175
S-MambaForecast length (T)=96, Lookback length (L)=962025.040.179
iTransformerForecast length (T)=96, Lookback length (L)=962025.040.18
RLinearForecast length (T)=96, Lookback length (L)=962025.040.182
TimesNetForecast length (T)=96, Lookback length (L)=962025.040.187
DLinearForecast length (T)=96, Lookback length (L)=962025.040.193
FEDformerForecast length (T)=96, Lookback length (L)=962025.040.203
TiDEForecast length (T)=96, Lookback length (L)=962025.040.207
TimerEvaluation Protocol=Fine-tuned2025.080.2203
MOMENTEvaluation Protocol=Zero-shot2025.080.2222
PatchTSTForecast length (T)=192, Lookback length (L)=962025.040.241
ms-MambaForecast length (T)=192, Lookback length (L)=962025.040.244
RLinearForecast length (T)=192, Lookback length (L)=962025.040.246
TimesNetForecast length (T)=192, Lookback length (L)=962025.040.249
S-MambaForecast length (T)=192, Lookback length (L)=962025.040.25
iTransformerForecast length (T)=192, Lookback length (L)=962025.040.25
AutoformerForecast length (T)=96, Lookback length (L)=962025.040.255
FEDformerForecast length (T)=192, Lookback length (L)=962025.040.269
AutoformerForecast length (T)=192, Lookback length (L)=962025.040.281
PatchTSTForecast length (T)=Avg, Lookback length (L)=962025.040.281
ms-MambaForecast length (T)=Avg, Lookback length (L)=962025.040.283
DLinearForecast length (T)=192, Lookback length (L)=962025.040.284
RLinearForecast length (T)=Avg, Lookback length (L)=962025.040.286
CrossformerForecast length (T)=96, Lookback length (L)=962025.040.287
S-MambaForecast length (T)=Avg, Lookback length (L)=962025.040.288
iTransformerForecast length (T)=Avg, Lookback length (L)=962025.040.288
TiDEForecast length (T)=192, Lookback length (L)=962025.040.29
TimesNetForecast length (T)=Avg, Lookback length (L)=962025.040.291
PatchTSTForecast length (T)=336, Lookback length (L)=962025.040.305
FEDformerForecast length (T)=Avg, Lookback length (L)=962025.040.305
ms-MambaForecast length (T)=336, Lookback length (L)=962025.040.306
RLinearForecast length (T)=336, Lookback length (L)=962025.040.307
iTransformerForecast length (T)=336, Lookback length (L)=962025.040.311
S-MambaForecast length (T)=336, Lookback length (L)=962025.040.312
TimesNetForecast length (T)=336, Lookback length (L)=962025.040.321
FEDformerForecast length (T)=336, Lookback length (L)=962025.040.325
AutoformerForecast length (T)=Avg, Lookback length (L)=962025.040.327
AutoformerForecast length (T)=336, Lookback length (L)=962025.040.339
DLinearForecast length (T)=Avg, Lookback length (L)=962025.040.35
TiDEForecast length (T)=Avg, Lookback length (L)=962025.040.358
DLinearForecast length (T)=336, Lookback length (L)=962025.040.369
TiDEForecast length (T)=336, Lookback length (L)=962025.040.377
PatchTSTForecast length (T)=720, Lookback length (L)=962025.040.402
ms-MambaForecast length (T)=720, Lookback length (L)=962025.040.407
RLinearForecast length (T)=720, Lookback length (L)=962025.040.407
TimesNetForecast length (T)=720, Lookback length (L)=962025.040.408
S-MambaForecast length (T)=720, Lookback length (L)=962025.040.411
iTransformerForecast length (T)=720, Lookback length (L)=962025.040.412
CrossformerForecast length (T)=192, Lookback length (L)=962025.040.414
FEDformerForecast length (T)=720, Lookback length (L)=962025.040.421
AutoformerForecast length (T)=720, Lookback length (L)=962025.040.433
TimesFMEvaluation Protocol=Fine-tuned2025.080.4376
DLinearForecast length (T)=720, Lookback length (L)=962025.040.554
TiDEForecast length (T)=720, Lookback length (L)=962025.040.558
CrossformerForecast length (T)=336, Lookback length (L)=962025.040.597
CrossformerForecast length (T)=Avg, Lookback length (L)=962025.040.757
CrossformerForecast length (T)=720, Lookback length (L)=962025.041.73
TimesFMEvaluation Protocol=Zero-shot2025.082.0153