ResearchBenchmarksTime-series Counterfactual Estimation on Real worldTime-series Counterfactual Estimation on Real worldFollow1.372Total StepsCVAE0.808320.954661.1011.24734Feb 17, 2026Evaluation resultsMethodMethodLinksTotal StepsAltered StepsReconstructionReversibilityEffectivenessCVAEef=1ef=12026.021.3720.710.0610.0780.639CAAEef=1ef=12026.021.2930.7290.0440.0550.631CEPAEef=1ef=12026.021.1830.7940.0420.0540.621CVAEef=0ef=02026.020.8990.3120.0650.0730.631CEPAEef=0ef=02026.020.8490.5580.0390.0520.627CAAEef=0ef=02026.020.830.4450.0380.0590.619