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ResearchFormerly WizWand

Forecasting on KDDCup

0.2468CRPSEnTransformer
0.2265120.3634560.50040.637344Jul 21, 2023Dec 28, 2023Jun 6, 2024Nov 14, 2024Apr 24, 2025Oct 2, 2025Mar 12, 2026
Updated 7mo ago

Evaluation results

MethodLinks
EnTransformer2026.030.2468
TimeGrad2026.030.2902
LSTM-MAF2026.030.2919
Transformer-MAF2026.030.2951
MG-Input2026.030.2977
GP-Scaling2026.030.2983
TSDiff-Qguidance=quantile guidance2023.070.311
GP-Copula2026.030.3157
DeepStatemodel=state space model2023.070.318
CSDImodel=conditional diffusion2023.070.318
TSDiff-MSguidance=mean square guidance2023.070.325
Vec-LSTM2026.030.356
Transformerarchitecture=self-attention-based2023.070.411
DeepARarchitecture=RNN-based2023.070.414
Linear2023.070.513
MQ-CNNarchitecture=CNN-based2023.070.516
TACTiS2026.030.5406
ARIMA2023.070.547
Seasonal Naive2023.070.561
TFTarchitecture=Temporal Fusion Transformer2023.070.581
ETS2023.070.753
TSDiff-Condvariant=conditional2023.070.754