ResearchBenchmarksCausal effect estimation on CausalSim-MacroFollow0.229EstimateVARLiNGAM-0.001880.058060.1180.17794May 11, 2026Evaluation ResultsMethodMethodLinksEstimateTrue Causal Effect ValueSign Correctness (%)Bias Reduction (%)VARLiNGAMData source=observationalData source=observational2026.050.2290.00644187OLSData source=observationalData source=observational2026.050.0760.00688—SVAR-FM2026.050.0070.00610099