PNS estimation on Low-dimensional synthetic nobs = 100k, nexp = 50k
100ValidityANCHORED
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ANCHOREDUncertainty=None (Plug-in), CLR Correction=No2026.05 | 100 | 82.34 | 36.36 | 0.2041 | 0.8102 | |
| MB FULLUncertainty=Full Multiplier Bootstrap, CLR Correction=Yes2026.05 | 100 | 98.5 | 97.4 | 0.3695 | 0.6385 | |
| MB LAST LYR.Uncertainty=Last-layer Multiplier Bootstrap, CLR Correction=Yes2026.05 | 100 | 88.1 | 73.41 | 0.2045 | 0.5112 | |
| ANCH. EPINET.Uncertainty=ENN (EpiNet), CLR Correction=Yes2026.05 | 100 | 98.19 | 95.59 | 0.3303 | 0.3471 | |
| S-LEARNERtype=Standard Causal Learner2026.05 | 76.29 | 74.52 | 22.49 | 0.173 | 0.7295 | |
| T-LEARNERtype=Standard Causal Learner2026.05 | 74.63 | 72.39 | 27.46 | 0.1782 | 0.9874 |