ResearchBenchmarksTime Series Forecasting on Traffic Length 96 (test)Follow41Error RateΔ-Adapter39.93247.14154.3561.559Jan 28, 2026Evaluation ResultsMethodMethodLinksError RateΔ-AdapterBackbone=DistPredBackbone=DistPred2026.0141Δ-AdapterBackbone=iTransformerBackbone=iTransformer2026.0142.6OneNet2026.0154.6Δ-AdapterBackbone=AutoformerBackbone=Autoformer2026.0165.3FSNet2026.0167.7