CATE Estimation on IHDP 100 train test splits (out-sample)
1.71ERoutCFR-ISW (WM; α = 1.0)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CFR-ISW (WM; α = 1.0)d_phi=152023.11 | 1.71 | 1.18 | |
| CFR (WM; α = 1.0)d_phi=102023.11 | 1.75 | 0.25 | |
| CFR (MMD; α = 0.1)d_phi=52023.11 | 1.77 | 0.89 | |
| CFR (WM; α = 1.0)d_phi=252023.11 | 1.8 | 0.2 | |
| CFR (WM; α = 1.0)d_phi=152023.11 | 1.83 | 1.24 | |
| CFR (WM; α = 1.0)d_phi=202023.11 | 1.83 | 0.49 | |
| CFR-ISW (WM; α = 1.0)d_phi=202023.11 | 1.85 | 1.54 | |
| CFR (MMD; α = 0.1)d_phi=202023.11 | 1.88 | 0.48 | |
| CFR-ISW (WM; α = 1.0)d_phi=252023.11 | 1.88 | 0.19 | |
| CFR (WM; α = 1.0)d_phi=52023.11 | 1.93 | 0.89 | |
| CFR-ISW (WM; α = 1.0)d_phi=102023.11 | 1.93 | 0.68 | |
| RCFR (WM; α = 1.0)d_phi=252023.11 | 1.95 | 1.06 | |
| CFR (WM; α = 2.0)d_phi=52023.11 | 1.97 | 0.04 | |
| CFR (MMD; α = 0.5)d_phi=102023.11 | 2 | 3.98 | |
| CFR (MMD; α = 0.1)d_phi=252023.11 | 2.04 | 1.46 | |
| CFR (WM; α = 2.0)d_phi=152023.11 | 2.05 | 1.21 | |
| CFR (MMD; α = 0.5)d_phi=52023.11 | 2.07 | 1.46 | |
| CFR (WM; α = 2.0)d_phi=202023.11 | 2.08 | 1.29 | |
| CFR (MMD; α = 0.1)d_phi=102023.11 | 2.09 | 1.03 | |
| CFR (WM; α = 2.0)d_phi=252023.11 | 2.09 | 1.36 | |
| CFR (MMD; α = 0.5)d_phi=252023.11 | 2.17 | 3.41 | |
| CFR (WM; α = 2.0)d_phi=102023.11 | 2.17 | 1.49 | |
| CFR (MMD; α = 0.1)d_phi=152023.11 | 2.23 | 1.63 | |
| CFR-ISW (WM; α = 1.0)d_phi=52023.11 | 2.24 | 0.96 | |
| BNN (MMD; α = 0.1)d_phi=252023.11 | 2.29 | 1.16 | |
| BNN (MMD; α = 0.1)d_phi=52023.11 | 2.32 | 1.49 | |
| CFR (MMD; α = 0.5)d_phi=202023.11 | 2.36 | 6.37 | |
| BNN (MMD; α = 0.1)d_phi=102023.11 | 2.43 | 1.4 | |
| BNN (MMD; α = 0.1)d_phi=202023.11 | 2.43 | 1.87 | |
| InvTARNetd_phi=52023.11 | 2.52 | 1.95 | |
| BNN (MMD; α = 0.1)d_phi=152023.11 | 2.59 | 2.03 | |
| RCFR (WM; α = 1.0)d_phi=152023.11 | 2.67 | 1.57 | |
| CFR (MMD; α = 0.5)d_phi=152023.11 | 2.68 | 1.89 | |
| InvTARNetd_phi=202023.11 | 2.79 | 2.41 | |
| InvTARNetd_phi=252023.11 | 2.83 | 2.28 | |
| TARNetd_phi=102023.11 | 2.88 | 2.3 | |
| TARNetd_phi=252023.11 | 2.89 | 2.37 | |
| InvTARNetd_phi=152023.11 | 2.99 | 2.51 | |
| InvTARNetd_phi=102023.11 | 3.11 | 2.47 | |
| TARNetd_phi=52023.11 | 3.17 | 2.65 | |
| TARNetd_phi=202023.11 | 3.23 | 2.52 | |
| TARNetd_phi=152023.11 | 3.28 | 2.74 | |
| RCFR (WM; α = 1.0)d_phi=52023.11 | 3.36 | 2.84 | |
| RCFR (WM; α = 1.0)d_phi=102023.11 | 3.45 | 1.52 | |
| BWCFR (WM; α = 1.0)d_phi=102023.11 | 3.52 | 2.16 | |
| BWCFR (WM; α = 1.0)d_phi=52023.11 | 3.57 | 1.49 | |
| BWCFR (WM; α = 1.0)d_phi=202023.11 | 3.8 | 2.38 | |
| BWCFR (WM; α = 1.0)d_phi=152023.11 | 3.88 | 1.1 | |
| BWCFR (WM; α = 1.0)d_phi=252023.11 | 4.07 | 1.18 | |
| RCFR (WM; α = 1.0)d_phi=202023.11 | 4.69 | 3.83 | |
| BART2023.11 | 5.07 | — | |
| C-Forest2023.11 | 6.28 | — | |
| k-NN2023.11 | 7.47 | — |