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yakew7

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Fair-Code
Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, welfare, and tenant screening: 7 open-source audits, measurab...

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Healthcare Readmission's Gender gap table hides that bias direction reverses between the biased and mitigated model Open

documentation

Difficulty 2/5 1-3 hours Newbie friendliness 92/100

yakew7/Fair-Code#681 · Opened Sep 19, 2026
scripts/freeze_paper_results.py's generated MANIFEST.md and docstring still say "what a paper should cite," contradicting the lifted freeze Open

bug documentation

Difficulty 2/5 1-3 hours Newbie friendliness 88/100

yakew7/Fair-Code#680 · Opened Sep 19, 2026
Benefits Denial/fair.py's National-Origin proxy comment says "4.8%" where the real, printed gap is 4.40% Open

bug

Difficulty 1/5 Under an hour Newbie friendliness 95/100

yakew7/Fair-Code#679 · Opened Sep 19, 2026
All 7 audit READMEs' reproducibility checklists claim a stratified train/test split that no unfair.py/fair.py script performs Open

bug documentation

Difficulty 4/5 3-5 days Newbie friendliness 58/100

yakew7/Fair-Code#678 · Opened Sep 19, 2026
Explainer: What Is Distributionally Robust Optimization (DRO) for Fairness? Open

documentation help wanted

Difficulty 5/5 Over a week Newbie friendliness 48/100

yakew7/Fair-Code#544 · Opened Sep 9, 2026
Explainer: What Is Max-Min (Rawlsian) Fairness? Open

documentation help wanted

Difficulty 5/5 Over a week Newbie friendliness 35/100

yakew7/Fair-Code#543 · Opened Sep 9, 2026
model-drift.md cites a fabricated single-run gap/p-value for unfair.py (6.39%/p=0.348 instead of the real 7.16%/p=0.2564) Open

documentation good first issue help wanted

yakew7/Fair-Code#521 · 7 comments · 1 assignee · Opened Sep 9, 2026

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