Time Series Forecasting on ETTh1 (test) using NLL and MAPE
0.0929MAPEL-Drive
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| L-DrivePrediction Length=7202026.05 | 0.0929 | — | |
| L-DrivePrediction Length=3362026.05 | 0.0945 | — | |
| L-DrivePrediction Length=Avg2026.05 | 0.0953 | — | |
| L-DrivePrediction Length=962026.05 | 0.0954 | — | |
| CrossLinearPrediction Length=962026.05 | 0.0957 | — | |
| TimeBridgePrediction Length=962026.05 | 0.0959 | — | |
| TimeBridgePrediction Length=3362026.05 | 0.0964 | — | |
| TimeBridgePrediction Length=Avg2026.05 | 0.0968 | — | |
| TimeBridgePrediction Length=7202026.05 | 0.0973 | — | |
| TimeBridgePrediction Length=1922026.05 | 0.0974 | — | |
| L-DrivePrediction Length=1922026.05 | 0.0986 | — | |
| CrossLinearPrediction Length=Avg2026.05 | 0.0986 | — | |
| CrossLinearPrediction Length=1922026.05 | 0.0987 | — | |
| CrossLinearPrediction Length=7202026.05 | 0.0992 | — | |
| CrossLinearPrediction Length=3362026.05 | 0.1008 | — | |
| JitterPred. length=192, Model Architecture=decoder-only TSFM, epsilon=12026.01 | 0.504 | 1.808 | |
| OATSPred. length=192, Model Architecture=decoder-only TSFM, epsilon=12026.01 | 0.534 | 1.759 | |
| TSMixupPred. length=192, Model Architecture=decoder-only TSFM, epsilon=12026.01 | 0.536 | 1.933 | |
| RegularPred. length=192, Model Architecture=decoder-only TSFM, epsilon=12026.01 | 0.537 | 1.852 | |
| JitterPred. length=Overall, Model Architecture=decoder-only TSFM, epsilon=12026.01 | 0.538 | 1.878 | |
| OATSPred. length=Overall, Model Architecture=decoder-only TSFM, epsilon=12026.01 | 0.562 | 1.824 | |
| RegularPred. length=Overall, Model Architecture=decoder-only TSFM, epsilon=12026.01 | 0.563 | 1.943 | |
| TSMixupPred. length=Overall, Model Architecture=decoder-only TSFM, epsilon=12026.01 | 0.568 | 2.038 | |
| TSMixupArchitecture=Encoder-only TSFM, epsilon=1, Pred. length=Overall2026.01 | 0.634 | 1.86 | |
| JitterArchitecture=Encoder-only TSFM, epsilon=1, Pred. length=Overall2026.01 | 0.644 | 1.913 | |
| OATSArchitecture=Encoder-only TSFM, epsilon=1, Pred. length=Overall2026.01 | 0.709 | 1.814 | |
| RegularArchitecture=Encoder-only TSFM, epsilon=1, Pred. length=Overall2026.01 | 0.812 | 1.915 |