Feature Attribution on Synthetic dataset
4.21MAEDAG-SHAP
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DAG-SHAPModel=XGBoost2026.06 | 4.21 | 1 | 1 | |
| DAG-SHAPBase Model=DNN2026.06 | 6.84 | 1 | 1 | |
| Off-SHAPBase Model=DNN2026.06 | 19.8 | 2.89 | 2 | |
| Off-SHAPModel=XGBoost2026.06 | 21.3 | 5.06 | 2 | |
| On-SHAPBase Model=DNN2026.06 | 31.02 | 4.53 | 3 | |
| On-SHAPModel=XGBoost2026.06 | 32.15 | 7.64 | 3 | |
| CausalModel=XGBoost2026.06 | 33.98 | 8.07 | 4 | |
| CausalBase Model=DNN2026.06 | 58.75 | 8.59 | 4 | |
| ASVBase Model=DNN2026.06 | 78.92 | 11.54 | 5 | |
| ASVModel=XGBoost2026.06 | 94.09 | 22.35 | 5 |