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Benchmarks
Fair Regression on Adult
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1
MSE
ERM Unfair
0.9976
1.0138
1.03
1.0462
May 27, 2026
MSE
W2
TV
KS
KST
Updated 6d ago
Evaluation Results
Method
Method
Links
MSE
W2
TV
KS
KST
ERM Unfair
2026.05
1
1
1
1
1
OT Sˆ hard
Type=Hard Plug-in Esti...
2026.05
1
0.85
0.88
0.88
0.88
OT Sˆ soft
Type=Soft Plug-in Esti...
2026.05
1
1.1
0.9
0.88
0.88
OT aware
Fairness Awareness=Aware
2026.05
1.01
0.06
0.13
0.1
0.08
FairReg
2026.05
1.06
0.23
0.26
0.17
0.16
OT Unaware
Fairness Awareness=Una...
2026.05
1.06
0.07
0.23
0.17
0.15
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