Sachs
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Causal Structure Learning | Sachs | SHD8 | 38 | |
| Causal Discovery | Sachs real-world data protein signaling network | SHD11 | 32 | |
| Causal Discovery | Sachs real data d=11 | SHD8 | 19 | |
| Causal Discovery | Sachs linear synthetic | Dtop5 | 17 | |
| Causal Discovery | SACHS p = 11, s = 20, n = 100 (real flow cytometry) | F1 Score49 | 13 | |
| Causal Ordering | Sachs | ODR82 | 12 | |
| Causal Discovery | Sachs protein-signaling network ground-truth graph with 11 nodes and 17 directed edges (real data) | FDR0 | 11 | |
| Edge Prediction | Sachs | AUROC78.9 | 9 | |
| DAG Structure Recovery | Sachs | SHD8 | 9 | |
| Causal order recovery | Sachs non-linear synthetic | D_top5.5 | 9 | |
| Estimating causal orders | Sachs linear synthetic standard | SHD13.67 | 9 | |
| Causal Order Estimation | Sachs non-linear synthetic | SHD17 | 9 | |
| Total Effect Estimation | Sachs | Epsilon ATE4 | 8 | |
| Causal Discovery | Sachs linear synthetic data | SHD11.75 | 8 | |
| Moment-agnostic graph inference | Sachs n = 853 | SHD13.1 | 7 | |
| Moment-agnostic graph inference | Sachs n = 200 | Structural Hamming Distance (SHD)13.2 | 7 | |
| Moment-agnostic graph inference | Sachs n = 100 | Structural Hamming Distance (SHD)13.2 | 7 | |
| Markov boundary discovery | Sachs Real Semi-real network | nDCG86.44 | 7 | |
| Causal Discovery | Sachs | Accuracy85.9 | 6 | |
| Causal Discovery | Sachs Real-World Dataset d = 12, N = 5000 | Structural Hamming Distance (SHD)13.8 | 5 | |
| Causal Inference | Sachs Non-additive Noise Semi-synthetic | Accuracy (RF, Observed)68 | 5 | |
| Causal Inference | Sachs Additive Noise Semi-synthetic | RF Accuracy (Observed)56 | 5 | |
| Membership Inference Attack | sachs | AUC0.906 | 3 | |
| Surrogate policy prediction | Sachs ensemble (test) | Policy MAE0.016 | 3 | |
| Treatment Effect Estimation | Sachs | Mean Coverage92.91 | 1 |
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