Feature Attribution on Census Dataset
0.12MAEDAG-SHAP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DAG-SHAPModel=DNN2026.06 | 0.12 | 1 | 1 | |
| CausalModel=DNN2026.06 | 0.21 | 1.75 | 2 | |
| Off-SHAPModel=DNN2026.06 | 0.29 | 2.42 | 3 | |
| DAG-SHAPModel=XGBoost2026.06 | 0.4 | 1 | 1 | |
| CausalModel=XGBoost2026.06 | 0.52 | 1.3 | 2 | |
| Off-SHAPModel=XGBoost2026.06 | 0.59 | 1.48 | 3 | |
| On-SHAPModel=DNN2026.06 | 0.61 | 5.08 | 4 | |
| ASVModel=DNN2026.06 | 0.63 | 5.25 | 5 | |
| On-SHAPModel=XGBoost2026.06 | 1.59 | 3.98 | 4 | |
| ASVModel=XGBoost2026.06 | 2.11 | 5.28 | 5 |