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Benchmarks
Fair Classification on ACSIncome (test)
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69.4
Macro F1
PCGrad
66.176
67.013
67.85
68.687
May 15, 2026
Macro F1
DP (Demographic Parity)
Saturation (%)
Updated 15d ago
Evaluation Results
Method
Method
Links
Macro F1
DP (Demographic Parity)
Saturation (%)
PCGrad
Backbone=FixMatch
2026.05
69.4
78.6
0
CAGrad
Backbone=FixMatch
2026.05
69.2
72.7
0
OPDA
Backbone=FixMatch
2026.05
67.8
50.9
0
Static-λ
Backbone=FixMatch
2026.05
66.3
36.5
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