Time Series Forecasting on ETTm2 (test)
0.143MSECross-RAG
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Cross-RAGzero-shot=true, input length=512, forecasting horizon=64, backbone=Chronos-Bolt, k=15, lambda=0.72026.03 | 0.143 | — | — | — | — | |
| Cross-RAGmode=zero-shot2026.03 | 0.143 | 0.224 | — | — | — | |
| TS-RAGzero-shot=true, input length=512, forecasting horizon=64, k=52026.03 | 0.147 | — | — | — | — | |
| RAFzero-shot=true, input length=512, forecasting horizon=642026.03 | 0.148 | — | — | — | — | |
| Chronos-boltmode=zero-shot2026.03 | 0.149 | 0.224 | — | — | — | |
| TTMmode=zero-shot2026.03 | 0.151 | 0.241 | — | — | — | |
| TrioHorizon=962026.06 | 0.156 | — | — | — | — | |
| Time-MoEmode=zero-shot2026.03 | 0.157 | 0.254 | — | — | — | |
| SFFData proportion=25%, Prediction length=962026.06 | 0.1594 | — | — | — | — | |
| CrossformerPost-Training=false, Forecast Horizons=96, 1922025.05 | 0.16 | — | — | — | — | |
| CrossformerPost-Training=true, Forecast Horizons=96, 192, HPO Algorithm=SH2025.05 | 0.16 | — | — | — | 0 | |
| DLinearPost-Training=true, Forecast Horizons=96, 192, HPO Algorithm=SH2025.05 | 0.16 | — | — | — | 2.62 | |
| SegRNNPost-Training=false, Forecast Horizons=96, 1922025.05 | 0.16 | — | — | — | — | |
| SegRNNPost-Training=true, Forecast Horizons=96, 192, HPO Algorithm=SH2025.05 | 0.16 | — | — | — | 2.17 | |
| SFFData proportion=100%, Prediction length=962026.06 | 0.16 | — | — | — | — | |
| SFFData proportion=50%, Prediction length=962026.06 | 0.1605 | — | — | — | — | |
| RRRHorizon (H)=96, Lookback Window (L)=7202025.09 | 0.161 | — | — | — | — | |
| Root PurgeHorizon (H)=96, Lookback Window (L)=7202025.09 | 0.161 | — | — | — | — | |
| SpecReTFPrediction Length=962026.06 | 0.162 | — | — | — | — | |
| DLinearPrediction Length=962026.06 | 0.162 | — | — | — | — | |
| SFFData proportion=75%, Prediction length=962026.06 | 0.1623 | — | — | — | — | |
| TFSData proportion=50%, Prediction length=962026.06 | 0.1627 | — | — | — | — | |
| PatchTSTHorizon (H)=96, Lookback Window (L)=7202025.09 | 0.163 | — | — | — | — | |
| FITSHorizon (H)=96, Lookback Window (L)=7202025.09 | 0.163 | — | — | — | — | |
| FITSHorizon=962023.07 | 0.164 | — | — | — | — | |
| TFSData proportion=100%, Prediction length=962026.06 | 0.1644 | — | — | — | — | |
| SparseTSFHorizon (H)=96, Lookback Window (L)=7202025.09 | 0.165 | — | — | — | — | |
| TFSData proportion=75%, Prediction length=962026.06 | 0.1651 | — | — | — | — | |
| Chronosmode=zero-shot2026.03 | 0.166 | 0.252 | — | — | — | |
| MOMENTmode=zero-shot2026.03 | 0.17 | 0.258 | — | — | — | |
| TimesFMmode=zero-shot2026.03 | 0.17 | 0.255 | — | — | — | |
| DLinearPost-Training=false, Forecast Horizons=96, 1922025.05 | 0.17 | — | — | — | — | |
| PatchTSTPost-Training=true, Forecast Horizons=96, 192, HPO Algorithm=SH2025.05 | 0.17 | — | — | — | 4.3 | |
| TimeMixer++Horizon=962026.06 | 0.17 | — | — | — | — | |
| FFData proportion=25%, Prediction length=962026.06 | 0.1707 | — | — | — | — | |
| DLinearHorizon (H)=96, Lookback Window (L)=7202025.09 | 0.171 | — | — | — | — | |
| FFData proportion=50%, Prediction length=962026.06 | 0.1718 | — | — | — | — | |
| NoRINBackbone=PatchTST, Prediction Horizon (H)=962026.05 | 0.1737 | — | — | — | — | |
| TIMEKANHorizon=962026.06 | 0.174 | — | — | — | — | |
| PatchTSTPrediction Length=962026.06 | 0.174 | — | — | — | — | |
| TFSData proportion=25%, Prediction length=962026.06 | 0.1741 | — | — | — | — | |
| Patch-wiseHorizon=962026.06 | 0.175 | — | — | — | — | |
| TimeMixerHorizon=962026.06 | 0.175 | — | — | — | — | |
| RAFTPrediction Length=962026.06 | 0.175 | — | — | — | — | |
| N-HiTSHorizon=962023.07 | 0.176 | — | — | — | — | |
| D-CTNetHorizon=962025.11 | 0.177 | 0.255 | — | — | — | |
| MSGNetHorizon=962025.11 | 0.177 | 0.262 | — | — | — | |
| FFData proportion=100%, Prediction length=962026.06 | 0.1784 | — | — | — | — | |
| FilterNetHorizon (H)=96, Lookback Window (L)=7202025.09 | 0.18 | — | — | — | — | |
| PatchTSTPost-Training=false, Forecast Horizons=96, 1922025.05 | 0.18 | — | — | — | — | |
| iTransformerHorizon=962026.06 | 0.18 | — | — | — | — | |
| RLinearHorizon=962025.11 | 0.182 | 0.265 | — | — | — | |
| PatchTSTHorizon=962025.11 | 0.183 | 0.27 | — | — | — | |
| PatchTSTHorizon=962026.06 | 0.183 | — | — | — | — | |
| FFData proportion=75%, Prediction length=962026.06 | 0.1838 | — | — | — | — | |
| N-BEATSHorizon=962023.07 | 0.184 | — | — | — | — | |
| TimesNetHorizon=962025.11 | 0.187 | 0.267 | — | — | — | |
| TimesNetHorizon (H)=96, Lookback Window (L)=7202025.09 | 0.187 | — | — | — | — | |
| FEDformerHorizon (H)=96, Lookback Window (L)=7202025.09 | 0.189 | — | — | — | — | |
| MOIRAIHorizon=962026.06 | 0.189 | — | — | — | — | |
| AutoformerPost-Training=true, Forecast Horizons=96, 192, HPO Algorithm=SH2025.05 | 0.19 | — | — | — | 12.55 | |
| DLinearHorizon=962025.11 | 0.193 | 0.292 | — | — | — | |
| DLinearHorizon=962026.06 | 0.193 | — | — | — | — | |
| Moiraimode=zero-shot2026.03 | 0.196 | 0.269 | — | — | — | |
| TSLANetHorizon (H)=96, Lookback Window (L)=7202025.09 | 0.197 | — | — | — | — | |
| Train-BTDZero-shot=true2025.04 | 0.199 | 0.281 | — | — | — | |
| TimesNetPrediction Length=962026.06 | 0.2 | — | — | — | — | |
| TimerZero-shot=true2025.04 | 0.206 | 0.284 | — | — | — | |
| Train-TDZero-shot=true2025.04 | 0.209 | 0.292 | — | — | — | |
| RLinearVariant=BSA2024.10 | 0.21 | 0.303 | — | — | — | |
| MICNPrediction Length=962026.06 | 0.212 | — | — | — | — | |
| PatchTSTVariant=BSA2024.10 | 0.214 | 0.306 | — | — | — | |
| ChronosZero-shot=true2025.04 | 0.215 | 0.287 | — | — | — | |
| RRRHorizon (H)=192, Lookback Window (L)=7202025.09 | 0.216 | — | — | — | — | |
| Root PurgeHorizon (H)=192, Lookback Window (L)=7202025.09 | 0.216 | — | — | — | — | |
| MoiraiZero-shot=true2025.04 | 0.216 | 0.288 | — | — | — | |
| SpecReTFPrediction Length=1922026.06 | 0.216 | — | — | — | — | |
| FITSHorizon=1922023.07 | 0.217 | — | — | — | — | |
| FITSHorizon (H)=192, Lookback Window (L)=7202025.09 | 0.217 | — | — | — | — | |
| RAFTPrediction Length=1922026.06 | 0.217 | — | — | — | — | |
| SparseTSFHorizon (H)=192, Lookback Window (L)=7202025.09 | 0.218 | — | — | — | — | |
| iTransformerVariant=BSA2024.10 | 0.219 | 0.31 | — | — | — | |
| PatchTSTHorizon (H)=192, Lookback Window (L)=7202025.09 | 0.219 | — | — | — | — | |
| TrioHorizon=1922026.06 | 0.219 | — | — | — | — | |
| RLinearVariant=base2024.10 | 0.22 | 0.307 | — | — | — | |
| PatchTSTVariant=base2024.10 | 0.22 | 0.31 | — | — | — | |
| Train-BZero-shot=true2025.04 | 0.22 | 0.296 | — | — | — | |
| AutoformerPost-Training=false, Forecast Horizons=96, 1922025.05 | 0.22 | — | — | — | — | |
| DLinearPrediction Length=1922026.06 | 0.22 | — | — | — | — | |
| DLinearVariant=BSA2024.10 | 0.221 | 0.31 | — | — | — | |
| iTransformerVariant=base2024.10 | 0.224 | 0.314 | — | — | — | |
| TimesNetVariant=BSA2024.10 | 0.229 | 0.314 | — | — | — | |
| TimeMixer++Horizon=1922026.06 | 0.229 | — | — | — | — | |
| FreTSVariant=base2024.10 | 0.234 | 0.321 | — | — | — | |
| FilterNetHorizon (H)=192, Lookback Window (L)=7202025.09 | 0.236 | — | — | — | — | |
| DLinearHorizon (H)=192, Lookback Window (L)=7202025.09 | 0.237 | — | — | — | — | |
| TimeMixerHorizon=1922026.06 | 0.237 | — | — | — | — | |
| TIMEKANHorizon=1922026.06 | 0.239 | — | — | — | — | |
| AarenHorizon=962024.05 | 0.24 | 0.3 | — | — | — | |
| MTGNNHorizon=962025.11 | 0.24 | 0.343 | — | — | — |