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Robustness Certification on COMPAS (test)
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89
Certification Rate (0.05% bias)
Antidote-P
81.616
83.533
85.45
87.367
Oct 8, 2021
Certification Rate (0.05% bias)
Certification Rate (0.1% bias)
Certification Rate (0.2% bias)
Certification Rate (0.4% bias)
Certification Rate (0.7% bias)
Certification Rate (1.0% bias)
Updated 4d ago
Evaluation Results
Method
Method
Links
Certification Rate (0.05% bias)
Certification Rate (0.1% bias)
Certification Rate (0.2% bias)
Certification Rate (0.4% bias)
Certification Rate (0.7% bias)
Certification Rate (1.0% bias)
Antidote-P
Bias type=MISS (missin...
2021.10
89
81.9
52.9
45.3
9.3
9.2
Antidote-P
Bias type=MISS (missin...
2021.10
89
89
81.9
52.9
47.8
42.3
Antidote-P
Bias type=FLIP (label-...
2021.10
89
81.9
71.5
50.5
43.2
24.2
Antidote-P
Bias type=FLIP (label-...
2021.10
81.9
71.5
47.8
20.6
3
3
Antidote-P
Bias type=MISS + FAKE,...
2021.10
81.9
76.2
52.9
43.2
9.3
9.3
Antidote-P
Bias type=MISS + FLIP,...
2021.10
81.9
71.5
50.5
41.6
9.3
3
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