ResearchBenchmarksTime Series Forecasting on M4 Hourly (Median RMSE)Follow17.25Median RMSECatBoost14.811631.270847.7364.1892May 11, 2026Evaluation ResultsMethodMethodLinksMedian RMSECatBoost2026.0517.25PR2026.0519.89Adaptive MoEFramework=PyTorchFramework=PyTorch2026.0519.89Transformer2026.0523.82FFNNFramework=GluonTSFramework=GluonTS2026.0526.87WaveNet2026.0526.91N-BEATS2026.0527.64DeepAR2026.0528.96ARIMA2026.0539.97TBATS2026.0542.9SES2026.0561.4Theta2026.0561.58ETS2026.0578.21