ResearchBenchmarksProbabilistic Forecasting on ETTh1 (Delta NLPD, Delta CRPS, Delta MSE)Follow-11.5Delta NLPD (%)DeRegiME-12.06-8.28-4.5-0.72May 19, 2026Evaluation ResultsMethodMethodLinksDelta NLPD (%)Delta CRPS (%)Delta MSE (%)DeRegiMEEncoder=DLinearEncoder=DLinear2026.05-11.5-4.3-0.7DeRegiMEEncoder=TimeMixerEncoder=TimeMixer2026.051.20.30DeRegiMEEncoder=PatchTSTEncoder=PatchTST2026.052.50.50.9