Causal Estimation on LDL synthetic dataset
1MAE (rank)TARNet
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TARNet2026.05 | 1 | 5 | 5 | 1 | |
| CausalFlow-T2026.05 | 2 | 2 | 1 | 3 | |
| NFDAG Constraint=None2026.05 | 3 | 1 | 2 | 4 | |
| CVAE2026.05 | 4 | 3 | 4 | 2 | |
| GNN-CVAE2026.05 | 5 | 4 | 3 | 5 |
| Method | Links | ||||
|---|---|---|---|---|---|
| TARNet2026.05 | 1 | 5 | 5 | 1 | |
| CausalFlow-T2026.05 | 2 | 2 | 1 | 3 | |
| NFDAG Constraint=None2026.05 | 3 | 1 | 2 | 4 | |
| CVAE2026.05 | 4 | 3 | 4 | 2 | |
| GNN-CVAE2026.05 | 5 | 4 | 3 | 5 |