| Dataset Name | SOTA Method | Metric | Trend | ||
|---|---|---|---|---|---|
| semi-synthetic MIMIC III sequence length 100 (test) | CRN | RMSE (T=1)0.27 | 5 | 4d ago | |
| Toy 4 | Ours | MAE (do(n1) -> n2)0.443 | 2 | 4d ago | |
| Toy 3 | Ours | MAE (do(n1), n2)0.451 | 2 | 4d ago | |
| Toy 2 | Ours | MAE (do(n1) -> n2)0.303 | 2 | 4d ago | |
| Toy 1 | Ours | MAE (do(n1) -> n2)0.434 | 2 | 4d ago | |
| Toy 4 (test) | Natural Counterfactuals (LBF) | MAE (do(n1) -> n2)0.158 | 2 | 4d ago | |
| Toy 3 (test) | Natural Counterfactuals (LBF) | MAE (do(n1) -> n2)0.443 | 2 | 4d ago | |
| Toy 2 (test) | Natural Counterfactuals (LBF) | MAE (do(n1) → n3)0.114 | 2 | 4d ago | |
| Toy 1 (test) | Natural Counterfactuals (LBF) | MAE (do(n1) → n2)0.434 | 2 | 4d ago | |
| Weak-3DIdent 1.0 (test) | Natural Counterfactuals (Ours) | d0.0241 | 2 | 4d ago | |
| Synthetic cancer simulation dataset sequence length 60, gamma=3 (test) | - | - | 0 | 4d ago | |
| Synthetic cancer simulation dataset sequence length 60, gamma=2 (test) | - | - | 0 | 4d ago | |
| Synthetic cancer simulation dataset sequence length 60, gamma=1 (test) | - | - | 0 | 4d ago |
