Evasion attack verification on covtype 10,000 examples (test)
25.4SpeedupKantchelian
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| KantchelianEnsemble Model=Random Forest, Approach=pruned2024.02 | 25.4 | — | |
| VeritasEnsemble Model=Random Forest, Approach=pruned2024.02 | 7 | — | |
| KantchelianEnsemble Model=Random Forest, Approach=mixed2024.02 | 6.6 | — | |
| KantchelianEnsemble Model=XGBoost, Approach=pruned2024.02 | 3 | — | |
| KantchelianEnsemble Model=XGBoost, Approach=mixed2024.02 | 2.3 | — | |
| VeritasEnsemble Model=XGBoost, Approach=pruned2024.02 | 1.6 | — | |
| VeritasEnsemble Model=Random Forest, Approach=mixed2024.02 | 1.6 | — | |
| VeritasEnsemble Model=XGBoost, Approach=mixed2024.02 | 1.4 | — | |
| KantchelianEnsemble Model=XGBoost, Approach=full2024.02 | — | 7.7 | |
| KantchelianEnsemble Model=Random Forest, Approach=full2024.02 | — | 5.6 | |
| VeritasEnsemble Model=XGBoost, Approach=full2024.02 | — | 6.4 | |
| VeritasEnsemble Model=Random Forest, Approach=full2024.02 | — | 1.1 |