ResearchBenchmarksTime Series Forecasting on M4 Hourly (Mean RMSE)Follow312.98Mean RMSEPR172.28161,121.99582,071.713,021.4242May 11, 2026Evaluation ResultsMethodMethodLinksMean RMSEPR2026.05312.98CatBoost2026.05352.16N-BEATS2026.05365.88Adaptive MoEFramework=PyTorchFramework=PyTorch2026.05410.9Transformer2026.05437.63DeepAR2026.05445.85WaveNet2026.05456.21TBATS2026.05469.28FFNNFramework=GluonTSFramework=GluonTS2026.05508.73ARIMA2026.05802.02SES2026.051,476.81Theta2026.051,483.7ETS2026.053,830.44