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Benchmarks
Fair Classification on Adult n-m = 2 (sex, race) (Experiment 1)
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84.6
Accuracy
MIFair
59.224
65.812
72.4
78.988
Apr 30, 2026
Accuracy
Demographic Parity Difference (DDP)
Mutual Information (MI)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
Demographic Parity Difference (DDP)
Mutual Information (MI)
MIFair
η/ηmax=0
2026.04
84.6
1.1
2.83
Baseline
η/ηmax=0
2026.04
84.6
1.1
2.83
MIFair
η/ηmax=0.5
2026.04
83.4
0.61
0.029
MIFair
η/ηmax=0.75
2026.04
82.7
0.541
0.012
MIFair
η/ηmax=0.9
2026.04
78.8
0.191
0.0045
Baseline
η/ηmax=0.5
2026.04
76
0.021
0.32
Baseline
η/ηmax=0.75
2026.04
67.6
0.086
0.035
Baseline
η/ηmax=0.9
2026.04
60.2
0.081
0.0054
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