Long-Term Forecasting on ETTm1, ETTm2, ETTh1, ETTh2 (Avg)
0.348MSETimeMixer++
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TimeMixer++Lookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M)2026.05 | 0.348 | 0.377 | |
| XCTFormerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M), Avg FLOPs=3.33E+09, Avg Params=5.08E+062026.05 | 0.364 | 0.386 | |
| LeDDAMLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M), Avg FLOPs=8.64E+08, Avg Params=2.85E+062026.05 | 0.367 | 0.387 | |
| TimeMixerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M), Avg FLOPs=8.72E+08, Avg Params=1.34E+052026.05 | 0.367 | 0.389 | |
| MTLinearLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M), Avg FLOPs=7.59E+06, Avg Params=7.71E+052026.05 | 0.373 | 0.387 | |
| iTransformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M), Avg FLOPs=1.34E+09, Avg Params=2.30E+062026.05 | 0.384 | 0.404 | |
| TimesNetLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M), Avg FLOPs=1.23E+11, Avg Params=5.74E+072026.05 | 0.391 | 0.404 | |
| PatchTSTLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M), Avg FLOPs=8.28E+08, Avg Params=7.10E+052026.05 | 0.397 | 0.406 | |
| FEDformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M), Avg FLOPs=2.01E+09, Avg Params=1.69E+072026.05 | 0.421 | 0.433 | |
| DLinearLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M), Avg FLOPs=1.01E+07, Avg Params=6.50E+042026.05 | 0.446 | 0.447 | |
| AutoformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M), Avg FLOPs=5.26E+07, Avg Params=2.15E+052026.05 | 0.465 | 0.459 | |
| TiDELookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M), Avg FLOPs=1.31E+09, Avg Params=8.53E+062026.05 | 0.482 | 0.47 | |
| CrossformerLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M), Avg FLOPs=2.31E+09, Avg Params=7.87E+062026.05 | 0.685 | 0.578 | |
| SCINetLookback window=96, Forecasting horizons={96, 192, 336, 720}, Setting=Multivariate (M), Avg FLOPs=1.41E+09, Avg Params=7.14E+072026.05 | 0.689 | 0.597 |