ResearchBenchmarksTime Series Forecasting on Tree causal structureTime Series Forecasting on Tree causal structureFollow0.07MMD (Additive, Observation)DoFlow0.0680.08150.0950.1085Nov 4, 2025Evaluation resultsMethodMethodLinksMMD (Additive, Observation)MMD (Additive, Interpolation)MMD (NLNA, Observation)MMD (NLNA, Interpolation)DoFlow2025.110.070.070.110.13TFT2025.110.080.130.180.25MQF22025.110.080.160.20.29TiDE2025.110.090.140.190.24TSMixer2025.110.10.130.180.24GRU2025.110.120.140.190.25DeepVAR2025.110.120.10.180.19