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Probabilistic Forecasting on ETTh1 (Pinball, CRPS, Coverage/Width)

0.1727Pinball LossTPS
0.1724560.1741030.175750.177397Apr 10, 2026

Evaluation results

MethodLinks
TPSArchitecture=DLinear, Prediction Lengths={96, 192, 336, 720}, Seeds=52026.040.17270.345479.231.2315
NoneArchitecture=DLinear, Prediction Lengths={96, 192, 336, 720}, Seeds=52026.040.17520.350482.781.3893
Dominant ShuffleArchitecture=DLinear, Prediction Lengths={96, 192, 336, 720}, Seeds=52026.040.17530.350584.191.4582
FreqMixArchitecture=DLinear, Prediction Lengths={96, 192, 336, 720}, Seeds=52026.040.17740.354684.21.4729
UpsampleArchitecture=DLinear, Prediction Lengths={96, 192, 336, 720}, Seeds=52026.040.17780.355582.31.4152
FreqAddArchitecture=DLinear, Prediction Lengths={96, 192, 336, 720}, Seeds=52026.040.17850.35787.41.6811
FreqMaskArchitecture=DLinear, Prediction Lengths={96, 192, 336, 720}, Seeds=52026.040.17880.357586.551.6418