Time Series Forecasting on ETTm1 (MSE, MAE, RMSE)
0.0757MSEFreqLens
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FreqLensPrediction Length (H)=962026.02 | 0.0757 | 0.2079 | 0.2751 | |
| FreqLensPrediction Length (H)=1922026.02 | 0.1624 | 0.3132 | 0.403 | |
| LTSM-BundlePrediction Length=96, Few-shot data percentage=5%2024.06 | 0.285 | 0.369 | — | |
| iTransformerPrediction Length (H)=962026.02 | 0.3435 | 0.3772 | 0.5861 | |
| DLinearPrediction Length (H)=962026.02 | 0.3454 | 0.3721 | 0.5877 | |
| LTSM-BundlePrediction Length=Avg, Few-shot data percentage=5%2024.06 | 0.362 | 0.416 | — | |
| ReCast2025.11 | 0.371 | 0.379 | — | |
| PatchMLP2025.11 | 0.374 | 0.382 | — | |
| TQNet2025.11 | 0.377 | 0.393 | — | |
| TimeBridge + DPADBackbone=TimeBridge, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.379 | 0.387 | — | |
| CycleNet2025.11 | 0.379 | 0.396 | — | |
| iTransformerPrediction Length (H)=1922026.02 | 0.3816 | 0.3946 | 0.6178 | |
| DLinearPrediction Length (H)=1922026.02 | 0.3821 | 0.3913 | 0.6182 | |
| TimeXer + DPADBackbone=TimeXer, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.386 | 0.394 | — | |
| TimeBridgeBackbone=TimeBridge, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.387 | 0.399 | — | |
| PatchTST2025.11 | 0.387 | 0.4 | — | |
| TimeXerBackbone=TimeXer, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.39 | 0.395 | — | |
| DLinear + DPADBackbone=DLinear, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.394 | 0.404 | — | |
| PatchTSTPrediction Length=96, Few-shot data percentage=5%2024.06 | 0.399 | 0.414 | — | |
| TimesNet + DPADBackbone=TimesNet, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.4 | 0.409 | — | |
| TimesNet2025.11 | 0.4 | 0.406 | — | |
| iTransformer + DPADBackbone=iTransformer, DPAD Enhancement=true, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.401 | 0.405 | — | |
| Dlinear2025.11 | 0.403 | 0.407 | — | |
| DLinearBackbone=DLinear, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.404 | 0.407 | — | |
| iTransformerBackbone=iTransformer, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.407 | 0.412 | — | |
| iTransformer2025.11 | 0.407 | 0.41 | — | |
| TimesNetBackbone=TimesNet, DPAD Enhancement=false, Look-back length=96, Prediction length=96, 192, 336, 7202026.01 | 0.418 | 0.417 | — | |
| AutoformerPrediction Length (H)=962026.02 | 0.5711 | 0.5028 | 0.7558 | |
| AutoformerPrediction Length (H)=1922026.02 | 0.6074 | 0.5184 | 0.7793 |