fairness-auditing

Here are 4 public repositories matching this topic...

saad2134 / FairLens

A full-stack SaaS-grade web app where teams upload a dataset + trained model (or plug in an API endpoint) and receive a comprehensive, interactive fairness audit report. Built to be genuinely enterprise-usable, not a toy.

enterprise machine-learning firebase gemini googlecloudplatform bias-detection mlops cloudrun responsible-ai ethical-ai ai-fairness fairness-metrics fairness-auditing

Updated Sep 14, 2026
TypeScript

mahend72 / FairLend-Privacy

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Privacy-preserving fairness auditing for lending decisions using CKKS homomorphic encryption and aggregate-only protected-attribute analysis.

fintech homomorphic-encryption secure-computation algorithmic-fairness responsible-ai privacy-preserving-ml fairness-auditing

Updated Sep 7, 2026
Python

nithinnarla / fape-fairness-ml

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Four-stage fairness audit for production ML, run across eight evaluations and seven public data sources. Baseline disparity predicts whether a post-processing constraint helps: demographic parity improved in 9 of 14 high-disparity pairs and worsened in 3 of 4 near-fair ones. JASIST submission, September 2026

machine-learning reproducible-research algorithmic-fairness production-ml fairlearn fairness-auditing

Updated Sep 18, 2026
Jupyter Notebook

Junaid-Ahmed-Rupok / A-ICF-Amortized-Invariant-Causal-Fairness

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A-ICF: Auditing, Not Predicting — A Causal Bias-Decomposition Framework for Clinical Fairness. Code, Figures, and Tables for OMLET 2026 (Paper ID: 596).

reproducible-research pytorch ieee representation-learning mediation-analysis causal-inference algorithmic-fairness invariant-risk-minimization healthcare-ai trustworthy-ai reproducible-research-with-r causal-ml clinical-machine-learning fairness-auditing bias-decomposition omlet-2026

Updated Jul 27, 2026
Jupyter Notebook

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