Conditional Average Treatment Effect (CATE) Estimation on IHDP, ACIC 2016, Lalonde CPS, Lalonde PSID
0.58IHDP Error MetricCausalPFN
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| CausalPFN2025.06 | 0.58 | 0.92 | 8,960 | 14,400 | 2.3 | |
| T-Learner2025.06 | 1.73 | 0.76 | 9,220 | 15,160 | 3.57 | |
| TarNet2025.06 | 1.82 | 2.2 | 12,880 | 19,190 | 8.38 | |
| DA-Learner2025.06 | 2.07 | 0.72 | 9,390 | 14,550 | 3.6 | |
| DragonNet2025.06 | 2.16 | 2.11 | 10,930 | 16,450 | 5.99 | |
| RA-Net2025.06 | 2.35 | 2.35 | 11,740 | 18,330 | 7.15 | |
| BART2025.06 | 2.5 | 0.68 | 12,810 | 21,360 | 8.55 | |
| S-Learner2025.06 | 2.57 | 0.85 | 12,660 | 21,800 | 8.43 | |
| X-Learner2025.06 | 3.31 | 0.6 | 12,150 | 20,280 | 7.46 | |
| GRF2025.06 | 3.67 | 1.32 | 12,330 | 22,910 | 8.82 | |
| Forest DR Learner2025.06 | 4.02 | 1.34 | 15,980 | 22,780 | 10 | |
| Forest DML2025.06 | 4.53 | 1.48 | 12,950 | 22,990 | 9.83 |