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ResearchFormerly WizWand

Time Series Forecasting on ETTh1 (test) using NLL and MAPE

0.0929MAPEL-Drive
0.0641050.258270.4524350.6466Jan 26, 2026Feb 13, 2026Mar 4, 2026Mar 23, 2026Apr 10, 2026Apr 29, 2026May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
L-DrivePrediction Length=7202026.050.0929—
L-DrivePrediction Length=3362026.050.0945—
L-DrivePrediction Length=Avg2026.050.0953—
L-DrivePrediction Length=962026.050.0954—
CrossLinearPrediction Length=962026.050.0957—
TimeBridgePrediction Length=962026.050.0959—
TimeBridgePrediction Length=3362026.050.0964—
TimeBridgePrediction Length=Avg2026.050.0968—
TimeBridgePrediction Length=7202026.050.0973—
TimeBridgePrediction Length=1922026.050.0974—
L-DrivePrediction Length=1922026.050.0986—
CrossLinearPrediction Length=Avg2026.050.0986—
CrossLinearPrediction Length=1922026.050.0987—
CrossLinearPrediction Length=7202026.050.0992—
CrossLinearPrediction Length=3362026.050.1008—
JitterPred. length=192, Model Architecture=decoder-only TSFM, epsilon=12026.010.5041.808
OATSPred. length=192, Model Architecture=decoder-only TSFM, epsilon=12026.010.5341.759
TSMixupPred. length=192, Model Architecture=decoder-only TSFM, epsilon=12026.010.5361.933
RegularPred. length=192, Model Architecture=decoder-only TSFM, epsilon=12026.010.5371.852
JitterPred. length=Overall, Model Architecture=decoder-only TSFM, epsilon=12026.010.5381.878
OATSPred. length=Overall, Model Architecture=decoder-only TSFM, epsilon=12026.010.5621.824
RegularPred. length=Overall, Model Architecture=decoder-only TSFM, epsilon=12026.010.5631.943
TSMixupPred. length=Overall, Model Architecture=decoder-only TSFM, epsilon=12026.010.5682.038
TSMixupArchitecture=Encoder-only TSFM, epsilon=1, Pred. length=Overall2026.010.6341.86
JitterArchitecture=Encoder-only TSFM, epsilon=1, Pred. length=Overall2026.010.6441.913
OATSArchitecture=Encoder-only TSFM, epsilon=1, Pred. length=Overall2026.010.7091.814
RegularArchitecture=Encoder-only TSFM, epsilon=1, Pred. length=Overall2026.010.8121.915