Time Series Forecasting on ETTm2 (MSE)
0.0293MSEUniCast
Evaluation Results
| Method | Links | |
|---|---|---|
| UniCastVision Encoder=BLIP, Text Encoder=LLaMA2025.08 | 0.0293 | |
| UniCastVision Encoder=CLIP, Text Encoder=Qwen2025.08 | 0.0307 | |
| ChronosEvaluation Protocol=Fine-tuned2025.08 | 0.0357 | |
| MoiraiEvaluation Protocol=Zero-shot2025.08 | 0.0628 | |
| ChronosEvaluation Protocol=Zero-shot2025.08 | 0.0828 | |
| TimerEvaluation Protocol=Zero-shot2025.08 | 0.0837 | |
| TTMEvaluation Protocol=Zero-shot2025.08 | 0.1213 | |
| ms-MambaForecast length (T)=96, Lookback length (L)=962025.04 | 0.175 | |
| PatchTSTForecast length (T)=96, Lookback length (L)=962025.04 | 0.175 | |
| S-MambaForecast length (T)=96, Lookback length (L)=962025.04 | 0.179 | |
| iTransformerForecast length (T)=96, Lookback length (L)=962025.04 | 0.18 | |
| RLinearForecast length (T)=96, Lookback length (L)=962025.04 | 0.182 | |
| TimesNetForecast length (T)=96, Lookback length (L)=962025.04 | 0.187 | |
| DLinearForecast length (T)=96, Lookback length (L)=962025.04 | 0.193 | |
| FEDformerForecast length (T)=96, Lookback length (L)=962025.04 | 0.203 | |
| TiDEForecast length (T)=96, Lookback length (L)=962025.04 | 0.207 | |
| TimerEvaluation Protocol=Fine-tuned2025.08 | 0.2203 | |
| MOMENTEvaluation Protocol=Zero-shot2025.08 | 0.2222 | |
| PatchTSTForecast length (T)=192, Lookback length (L)=962025.04 | 0.241 | |
| ms-MambaForecast length (T)=192, Lookback length (L)=962025.04 | 0.244 | |
| RLinearForecast length (T)=192, Lookback length (L)=962025.04 | 0.246 | |
| TimesNetForecast length (T)=192, Lookback length (L)=962025.04 | 0.249 | |
| S-MambaForecast length (T)=192, Lookback length (L)=962025.04 | 0.25 | |
| iTransformerForecast length (T)=192, Lookback length (L)=962025.04 | 0.25 | |
| AutoformerForecast length (T)=96, Lookback length (L)=962025.04 | 0.255 | |
| FEDformerForecast length (T)=192, Lookback length (L)=962025.04 | 0.269 | |
| AutoformerForecast length (T)=192, Lookback length (L)=962025.04 | 0.281 | |
| PatchTSTForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.281 | |
| ms-MambaForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.283 | |
| DLinearForecast length (T)=192, Lookback length (L)=962025.04 | 0.284 | |
| RLinearForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.286 | |
| CrossformerForecast length (T)=96, Lookback length (L)=962025.04 | 0.287 | |
| S-MambaForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.288 | |
| iTransformerForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.288 | |
| TiDEForecast length (T)=192, Lookback length (L)=962025.04 | 0.29 | |
| TimesNetForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.291 | |
| PatchTSTForecast length (T)=336, Lookback length (L)=962025.04 | 0.305 | |
| FEDformerForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.305 | |
| ms-MambaForecast length (T)=336, Lookback length (L)=962025.04 | 0.306 | |
| RLinearForecast length (T)=336, Lookback length (L)=962025.04 | 0.307 | |
| iTransformerForecast length (T)=336, Lookback length (L)=962025.04 | 0.311 | |
| S-MambaForecast length (T)=336, Lookback length (L)=962025.04 | 0.312 | |
| TimesNetForecast length (T)=336, Lookback length (L)=962025.04 | 0.321 | |
| FEDformerForecast length (T)=336, Lookback length (L)=962025.04 | 0.325 | |
| AutoformerForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.327 | |
| AutoformerForecast length (T)=336, Lookback length (L)=962025.04 | 0.339 | |
| DLinearForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.35 | |
| TiDEForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.358 | |
| DLinearForecast length (T)=336, Lookback length (L)=962025.04 | 0.369 | |
| TiDEForecast length (T)=336, Lookback length (L)=962025.04 | 0.377 | |
| PatchTSTForecast length (T)=720, Lookback length (L)=962025.04 | 0.402 | |
| ms-MambaForecast length (T)=720, Lookback length (L)=962025.04 | 0.407 | |
| RLinearForecast length (T)=720, Lookback length (L)=962025.04 | 0.407 | |
| TimesNetForecast length (T)=720, Lookback length (L)=962025.04 | 0.408 | |
| S-MambaForecast length (T)=720, Lookback length (L)=962025.04 | 0.411 | |
| iTransformerForecast length (T)=720, Lookback length (L)=962025.04 | 0.412 | |
| CrossformerForecast length (T)=192, Lookback length (L)=962025.04 | 0.414 | |
| FEDformerForecast length (T)=720, Lookback length (L)=962025.04 | 0.421 | |
| AutoformerForecast length (T)=720, Lookback length (L)=962025.04 | 0.433 | |
| TimesFMEvaluation Protocol=Fine-tuned2025.08 | 0.4376 | |
| DLinearForecast length (T)=720, Lookback length (L)=962025.04 | 0.554 | |
| TiDEForecast length (T)=720, Lookback length (L)=962025.04 | 0.558 | |
| CrossformerForecast length (T)=336, Lookback length (L)=962025.04 | 0.597 | |
| CrossformerForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.757 | |
| CrossformerForecast length (T)=720, Lookback length (L)=962025.04 | 1.73 | |
| TimesFMEvaluation Protocol=Zero-shot2025.08 | 2.0153 |