ResearchBenchmarksTime series forecasting on Chain causal structureFollow0.09MMD (Additive, Observed)DoFlow0.08680.10840.130.1516Nov 4, 2025Evaluation ResultsMethodMethodLinksMMD (Additive, Observed)MMD (Additive, Internal)MMD (NLNA, Observed)MMD (NLNA, Internal)DoFlow2025.110.090.110.170.19GRU2025.110.10.150.250.31DeepVAR2025.110.110.160.240.29TFT2025.110.130.190.230.3TiDE2025.110.130.180.220.32TSMixer2025.110.150.20.260.35MQF22025.110.170.220.280.33