ResearchBenchmarksTime Series Forecasting on ETTm1 Length 96 (test)Follow0.318ErrorΔ-Adapter0.304520.395510.48650.57749Jan 28, 2026Evaluation ResultsMethodMethodLinksErrorΔ-AdapterBackbone=DistPredBackbone=DistPred2026.010.318Δ-AdapterBackbone=iTransformerBackbone=iTransformer2026.010.331OneNet2026.010.435Δ-AdapterBackbone=AutoformerBackbone=Autoformer2026.010.461FSNet2026.010.655