ResearchBenchmarksProbabilistic Forecasting on ETTm1 long termFollow0.3008CRPSStaTS0.29060.359450.42830.49715Feb 8, 2026Evaluation ResultsMethodMethodLinksCRPSMAEMSEImprovement (%)StaTS2026.020.30080.39460.384117.43NsDiff2026.020.36430.47130.5727—TimeDiff2026.020.46460.47810.5319—D3VAE2026.020.47710.5690.6385—CSDI2026.020.51440.71560.9429—DiffusionTS2026.020.55580.72471.0052—