Time Series Forecasting On Ettm1 336 1
Metrics
MAE
MSE
Results
Performance results of various models on this benchmark
Model Name | MAE | MSE | Paper Title | Repository |
|---|---|---|---|---|
| xPatch | 0.376 | 0.355 | xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition | - |
| MoLE-DLinear | - | 0.38 | Mixture-of-Linear-Experts for Long-term Time Series Forecasting | - |
| DiPE-Linear | - | 0.367 | Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting | - |
| PRformer | - | 0.362 | PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting | - |
| TEFN | 0.404 | 0.414 | Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting | - |
| LTBoost (drop_last=false) | 0.375 | 0.349 | LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting | |
| TSMixer | 0.385 | 0.365 | TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting | - |
| RLinear | 0.383 | 0.37 | Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping | - |
0 of 8 row(s) selected.