ResearchBenchmarksTime-series forecasting on Synthetic Chain NLNATime-series forecasting on Synthetic Chain NLNAFollow0.69RMSE (Observed)DoFlow0.68160.73830.7950.8517Nov 4, 2025Evaluation resultsMethodMethodLinksRMSE (Observed)RMSE (Interpolated)RMSE (Counterfactual)DoFlow2025.110.690.710.41TSMixer2025.110.751.2—TiDE2025.110.771.16—TFT2025.110.781.29—GRU2025.110.81.21—DeepVAR2025.110.841.09—MQF22025.110.91.3—