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Robustness Certification on MNIST Linf norm first 100 examples (test)
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9,900
Certified Ratio
Robustness Model
-396
2,277
4,950
7,623
Jun 2, 2021
Certified Ratio
Updated 4d ago
Evaluation Results
Method
Method
Links
Certified Ratio
Robustness Model
Perturbation budget (e...
2021.06
9,900
PGD Attack
Perturbation budget (e...
2021.06
9,900
Ellipsoid Model
Perturbation budget (e...
2021.06
9,200
PGD Attack
Perturbation budget (e...
2021.06
8,200
Robustness Model
Perturbation budget (e...
2021.06
2,400
Lipschitz Model
Perturbation budget (e...
2021.06
2,400
PGD Attack
Perturbation budget (e...
2021.06
1,500
Robustness Model
Perturbation budget (e...
2021.06
0
Lipschitz Model
Perturbation budget (e...
2021.06
0
Lipschitz Model
Perturbation budget (e...
2021.06
0
Lipschitz Model (computed by Lipschitz constant from [25])
Perturbation budget (e...
2021.06
0
Lipschitz Model (computed by Lipschitz constant from [25])
Perturbation budget (e...
2021.06
0
Lipschitz Model (computed by Lipschitz constant from [25])
Perturbation budget (e...
2021.06
0
Ellipsoid Model
Perturbation budget (e...
2021.06
0
Ellipsoid Model
Perturbation budget (e...
2021.06
0
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