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Papers Benchmarks Datasets Tasks

Fairness Repair research benchmarks · SOTA2 Research

Fairness Repair

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Adult (On-Sample)

Geometric Repair

0.003E-hat

6

Mar 11, 2026

Simulated GMM dataset (On-Sample)

4.491Log Disparity E^

3

Mar 11, 2026

Adult (Off-Sample)

Stick-Breaking Repair

13.74E-hat Disparity

3

Mar 11, 2026

Simulated GMM dataset (Off-Sample)

4.229Log E-hat Disparity

2

Mar 11, 2026

Popular datasets

Adult Simulated GMM

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