| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| IHDP connected regime | Proposed | PEHE1.57 | 72 | 12d ago | |
| CounterBench | CoIn | Accuracy91.8 | 40 | 4d ago | |
| Demand (test) | NMMR-U | c-MSE (Median)14.25 | 34 | 1mo ago | |
| Synthetic | rPEHE (out)0.652 | 23 | 1mo ago | ||
| IHDP | MSE0.0767 | 20 | 1mo ago | ||
| Flickr (Out-of-Sample) | DISIV | sqrt(PEHE)0.82 | 18 | 1mo ago | |
| Flickr (Within-Sample) | DISIV | sqrt(PEHE)0.83 | 18 | 1mo ago | |
| BC out-of-sample | DISIV | sqrt(PEHE)0.69 | 18 | 1mo ago | |
| BC within-sample | DISIV | sqrt(PEHE)0.73 | 18 | 1mo ago | |
| IHDP | CausalPFN (T = 1.0) Naïve plug-in | d_TV (Total Variation Distance)0.239 | 12 | 1mo ago | |
| CaLM (test) | GRPO | ATE0.99 | 12 | 1mo ago | |
| dSprite 7,500 samples (train) | NMMR-V | Causal MSE (Median)1.53 | 7 | 1mo ago | |
| dSprite 5,000 samples (train) | NMMR-V | Causal MSE (Median)1.82 | 7 | 1mo ago | |
| dSprite 1,000 samples (train) | NMMR-U | Causal MSE (Median)4.72 | 7 | 1mo ago | |
| Realcause Twins 1.0 (Prior) | Mean BSE3.9 | 5 | 11d ago | ||
| Cora semi-synthetic | Graph R-Learner (GNN+GNN) | Mean MSE0.3352 | 5 | 16d ago | |
| Sachs Non-additive Noise Semi-synthetic | KAAM | Accuracy (RF, Observed)68 | 5 | 26d ago | |
| Sachs Additive Noise Semi-synthetic | DBCM | RF Accuracy (Observed)56 | 5 | 26d ago | |
| HypoSpace | IPS-GRPO | Final Recovery Rate43.91 | 3 | 1mo ago | |
| SWaT 2015 (test) | STA-GNN | Alarms Raised22 | 2 | 1mo ago | |
| Product Counterfeiting Dataset (test) | ATE-0.94 | 2 | 1mo ago |
