ResearchBenchmarksTime Series Forecasting on Saugeen River Flow (Mean RMSE)Follow39.31Mean RMSECatBoost38.828442.079245.3348.5808May 11, 2026Evaluation ResultsMethodMethodLinksMean RMSECatBoost2026.0539.31SES2026.0539.79Theta2026.0539.79Adaptive MoEFramework=PyTorchFramework=PyTorch2026.0540.74TBATS2026.0542.58WaveNet2026.0542.78FFNNFramework=GluonTSFramework=GluonTS2026.0543.77ARIMA2026.0545.54Transformer2026.0546.18PR2026.0547.7N-BEATS2026.0550.34ETS2026.0550.39DeepAR2026.0551.35