Causal Effect Estimation on Synthetic data
0.43PEHE (gamma=0)CDVAE
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| CDVAEconfiguration=full model2025.12 | 0.43 | 0.5 | 0.96 | 1.57 | 1.9 | 2.35 | 3.57 | 4.8 | 6.84 | 7.64 | 9.03 | |
| CDVAEDistribution matching term (lambda_DistM)=02025.12 | 0.46 | 0.57 | 1.1 | 1.78 | 2.18 | 2.64 | 3.95 | 5.2 | 7.14 | 8.08 | 9.25 | |
| CDVAEIPM term (lambda_IPM)=02025.12 | 0.48 | 0.57 | 1.12 | 1.8 | 2.23 | 2.53 | 3.88 | 5.23 | 7.37 | 7.95 | 9.32 | |
| CDVAEIPM term (lambda_IPM)=0, Distribution matching term (lambda_DistM)=02025.12 | 0.48 | 0.57 | 1.16 | 1.84 | 2.33 | 2.66 | 4.05 | 5.36 | 7.48 | 8.2 | 9.4 | |
| CDVAEIPM term (lambda_IPM)=0, Weighting=w/o weighting2025.12 | 0.5 | 0.6 | 1.2 | 1.9 | 2.31 | 2.66 | 3.99 | 5.3 | 7.51 | 8.21 | 9.41 | |
| CDVAEIPM term (lambda_IPM)=0, Distribution matching term (lambda_DistM)=0, Weighting=w/o weighting2025.12 | 0.5 | 0.62 | 1.27 | 1.98 | 2.39 | 2.85 | 4.19 | 5.59 | 7.61 | 8.41 | 9.78 | |
| CDVAEVariance parameter (sigma)=12025.12 | 0.81 | 0.66 | 2.17 | 5.73 | 9.27 | 10.67 | 12.66 | 14.28 | 15.63 | 18.23 | 17.19 |