| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| IHDP | NW + relations + MLP | PEHE Mean3.3 | 24 | 4d ago | |
| NEWS semi-synthetic | Mean Error0 | 22 | 4d ago | ||
| ACIC semi-synthetic 2017 | Mean TEE Error0 | 22 | 4d ago | ||
| RORCO Real | Mean Error-0.29 | 22 | 4d ago | ||
| NEWS semi-synthetic (test) | MSE0 | 22 | 4d ago | ||
| JOBS semi-synthetic (test) | MSE0 | 22 | 4d ago | ||
| ACIC semi-synthetic 2016 (test) | Mean Error0 | 22 | 4d ago | ||
| RORCO semi-synthetic | MSE0 | 22 | 4d ago | ||
| TWINS | Mean Effect0 | 15 | 4d ago | ||
| US Bureau of Labor Statistics state-level unemployment Heterogeneous treatment | Per-unit | ATET RMSE8.3 | 10 | 4d ago | |
| US Bureau of Labor Statistics state-level unemployment Homogeneous treatment | Per-unit | ATET RMSE8.3 | 10 | 4d ago | |
| Pubmed | T-learner | Runtime (s)48 | 8 | 4d ago | |
| Cora | Runtime (s)2 | 8 | 4d ago | ||
| Flickr | Runtime (s)1,666 | 6 | 4d ago | ||
| Synthetic 1D Data Extreme Imbalance + Heavy Tails, N=2000 | RX-Learner | R-PEHE1.17 | 5 | 4d ago | |
| ACIC 2018 (all datasets) | Dragonnet | Delta All (Δ_all)0.35 | 4 | 4d ago | |
| MIMIC-III semi-synthetic (test) | - | - | 0 | 4d ago |