Long-term time-series forecasting on ETTm2 (test)
0.159MSEFlowMixer
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FlowMixerh=962025.05 | 0.159 | 0.252 | |
| Time-VLMHorizon=962025.09 | 0.16 | 0.25 | |
| Time-LLMHorizon=962025.09 | 0.161 | 0.253 | |
| BEATPrediction length=96, Historical time step=962025.01 | 0.164 | 0.245 | |
| Super-LinearHorizon=962025.09 | 0.164 | 0.25 | |
| FreqLiteHorizon (H)=96, Lookback (L)=3362026.05 | 0.164 | 0.253 | |
| FSMLPForecast length=96, History window=962024.12 | 0.166 | 0.247 | |
| KooPAh=962025.05 | 0.171 | 0.254 | |
| TimeCMAHorizon=962025.09 | 0.173 | 0.258 | |
| MFVI Latent ARpred_len=962026.04 | 0.176 | 0.258 | |
| N-HITSh=962025.05 | 0.176 | 0.255 | |
| FEDformerh=962025.05 | 0.18 | 0.271 | |
| FreqLiteH=96, Lookback (L)=962026.05 | 0.182 | 0.264 | |
| LSTNetpred_len=962026.04 | 0.186 | — | |
| DLinearh=962025.05 | 0.192 | 0.282 | |
| Autoformerh=962025.05 | 0.205 | 0.293 | |
| FlowMixerh=1922025.05 | 0.211 | 0.29 | |
| Time-VLMHorizon=1922025.09 | 0.215 | 0.291 | |
| Time-LLMHorizon=1922025.09 | 0.219 | 0.293 | |
| FreqLiteHorizon (H)=192, Lookback (L)=3362026.05 | 0.219 | 0.29 | |
| LSTM-ARpred_len=962026.04 | 0.221 | — | |
| Super-LinearHorizon=1922025.09 | 0.221 | 0.289 | |
| KooPAh=1922025.05 | 0.226 | 0.298 | |
| TimeCMAHorizon=1922025.09 | 0.238 | 0.301 | |
| xPatchhyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.12 | 0.242 | 0.3 | |
| TimeAlign2025.09 | 0.243 | 0.302 | |
| N-HITSh=1922025.05 | 0.245 | 0.305 | |
| FreqLiteH=192, Lookback (L)=962026.05 | 0.246 | 0.304 | |
| Time-VLMHorizon=Avg.2025.09 | 0.248 | 0.311 | |
| TimeBase2025.09 | 0.25 | 0.314 | |
| TIME-LLMForecasting Horizon (H)=Avg2023.10 | 0.251 | 0.313 | |
| TSMixer + xCPDBackbone=TSMixer, Plugin=xCPD, Look-back horizon=512, Forecasting horizons={96, 192, 336, 720}2026.03 | 0.251 | 0.312 | |
| TVNet2025.09 | 0.251 | 0.311 | |
| Time-LLMHorizon=Avg.2025.09 | 0.251 | 0.314 | |
| FEDformerh=1922025.05 | 0.252 | 0.318 | |
| RLinearhyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.12 | 0.253 | 0.313 | |
| ModernTCN2025.09 | 0.253 | 0.314 | |
| CARDhyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.12 | 0.255 | 0.31 | |
| MFVI Latent ARpred_len=1922026.04 | 0.255 | 0.309 | |
| Super-LinearHorizon=Avg.2025.09 | 0.255 | 0.31 | |
| TimeMixerhyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.12 | 0.256 | 0.316 | |
| PatchTSThyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.12 | 0.256 | 0.317 | |
| PatchTST2025.09 | 0.256 | 0.317 | |
| TimeMixer2025.09 | 0.257 | 0.318 | |
| TSMixer + CCMBackbone=TSMixer, Plugin=CCM, Look-back horizon=512, Forecasting horizons={96, 192, 336, 720}2026.03 | 0.258 | 0.319 | |
| CMoS2025.09 | 0.259 | 0.316 | |
| DLinear2025.09 | 0.259 | 0.324 | |
| FlowMixerh=3362025.05 | 0.26 | 0.324 | |
| TSMixer + LIFTBackbone=TSMixer, Plugin=LIFT, Look-back horizon=512, Forecasting horizons={96, 192, 336, 720}2026.03 | 0.264 | 0.319 | |
| FSMLPForecast length=Avg, History window=962024.12 | 0.265 | 0.311 | |
| Leddam2025.09 | 0.265 | 0.32 | |
| NaiveHorizon (H)=96, Lookback (L)=3362026.05 | 0.266 | 0.328 | |
| DLinearhyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.12 | 0.267 | 0.332 | |
| TSMixerBackbone=TSMixer, Look-back horizon=512, Forecasting horizons={96, 192, 336, 720}2026.03 | 0.267 | 0.322 | |
| iTransformer2025.09 | 0.269 | 0.329 | |
| QDFInput length=96, Forecast horizons=T=96, 192, 336, 720, Underlying forecast model=TQNet2025.10 | 0.27 | 0.317 | |
| Time-VLMHorizon=3362025.09 | 0.27 | 0.325 | |
| Time-LLMHorizon=3362025.09 | 0.271 | 0.329 | |
| Super-LinearHorizon=3362025.09 | 0.272 | 0.324 | |
| iTransformerhyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.12 | 0.274 | 0.335 | |
| FreqLiteHorizon (H)=336, Lookback (L)=3362026.05 | 0.274 | 0.326 | |
| TimeCMAHorizon=Avg.2025.09 | 0.275 | 0.323 | |
| SIGMAInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.05 | 0.276 | 0.322 | |
| DistDFInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.277 | 0.321 | |
| TQNetInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.277 | 0.321 | |
| Autoformerh=1922025.05 | 0.278 | 0.336 | |
| WPMixerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.05 | 0.279 | 0.324 | |
| FredformerInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.28 | 0.324 | |
| FredformerInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.28 | 0.324 | |
| PatchTSTForecast length=Avg, History window=962024.12 | 0.281 | 0.347 | |
| TimeBridgeInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.281 | 0.326 | |
| TimeMixerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.05 | 0.281 | 0.327 | |
| PDFInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.283 | 0.331 | |
| MultiPatchFormerInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.05 | 0.283 | 0.328 | |
| MICNhyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.12 | 0.284 | 0.34 | |
| DLinearh=1922025.05 | 0.284 | 0.362 | |
| AMDInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.05 | 0.285 | 0.328 | |
| TiDEInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.286 | 0.328 | |
| TiDEInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.286 | 0.328 | |
| MSGNetInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.05 | 0.289 | 0.33 | |
| TimesNethyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.12 | 0.291 | 0.333 | |
| LSTNetpred_len=1922026.04 | 0.291 | — | |
| TimesNet2025.09 | 0.292 | 0.33 | |
| ETSformerhyperparameter searching=true, prediction lengths={96, 192, 336, 720}2024.12 | 0.293 | 0.342 | |
| iTransformerInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.295 | 0.336 | |
| iTransformerInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.295 | 0.336 | |
| N-HITSh=3362025.05 | 0.295 | 0.346 | |
| TimeCMAHorizon=3362025.09 | 0.297 | 0.338 | |
| TimesNetInput length (L)=96, Prediction horizons (T)={96, 192, 336, 720}, Result aggregation=Averaged across horizons2026.05 | 0.298 | 0.333 | |
| TimesNetInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.302 | 0.334 | |
| TimesNetInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.302 | 0.334 | |
| LSTM-ARpred_len=1922026.04 | 0.302 | — | |
| PatchTSTInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.303 | 0.344 | |
| PatchTSTInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.303 | 0.344 | |
| DLinear + CCMBackbone=DLinear, Plugin=CCM, Look-back horizon=96, Forecasting horizons={96, 192, 336, 720}2026.03 | 0.306 | 0.369 | |
| MICNInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.308 | 0.364 | |
| MICNInput length=96, Forecast horizons=T=96, 192, 336, 7202025.10 | 0.308 | 0.364 | |
| FreqLiteH=336, Lookback (L)=962026.05 | 0.308 | 0.343 | |
| DeepVARpred_len=962026.04 | 0.309 | — | |
| FreTSInput length=96, Horizons=96, 192, 336, 720 (Avg)2025.10 | 0.316 | 0.365 |