Evasion attack verification on mnist 10,000 examples (test)
9.8SpeedupKantchelian
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| KantchelianEnsemble Model=Random Forest, Approach=pruned2024.02 | 9.8 | — | |
| KantchelianEnsemble Model=XGBoost, Approach=pruned2024.02 | 6.3 | — | |
| KantchelianEnsemble Model=Random Forest, Approach=mixed2024.02 | 5.8 | — | |
| KantchelianEnsemble Model=XGBoost, Approach=mixed2024.02 | 5.5 | — | |
| VeritasEnsemble Model=Random Forest, Approach=pruned2024.02 | 2.9 | — | |
| VeritasEnsemble Model=Random Forest, Approach=mixed2024.02 | 2.7 | — | |
| VeritasEnsemble Model=XGBoost, Approach=pruned2024.02 | 2.3 | — | |
| VeritasEnsemble Model=XGBoost, Approach=mixed2024.02 | 1.9 | — | |
| KantchelianEnsemble Model=XGBoost, Approach=full2024.02 | — | 20 | |
| KantchelianEnsemble Model=Random Forest, Approach=full2024.02 | — | 2.7 | |
| VeritasEnsemble Model=XGBoost, Approach=full2024.02 | — | 1.1 | |
| VeritasEnsemble Model=Random Forest, Approach=full2024.02 | — | 3.7 |