bias-mitigation

A face database with a large number of high-quality attribute annotations

This is an open-source tool to assess and improve the trustworthiness of AI systems.

Jurity: Fairness & Evaluation Library

Source code and notebooks to reproduce experiments and benchmarks on Bias Faces in the Wild (BFW).

Oracle Guardian AI Open Source Project is a library consisting of tools to assess fairness/bias and privacy of machine learning models and data sets.

Auditing algorithmic bias in criminal justice, hiring, lending, healthcare, welfare, and tenant screening: 7 open-source audits, measurable fairness gaps, and concrete fixes.

Evidence-based tools and community collaboration to end algorithmic bias, one data scientist at a time.

Julia Toolkit with fairness metrics and bias mitigation algorithms

[Nature Medicine] The Limits of Fair Medical Imaging AI In Real-World Generalization

Official code of "Discover and Mitigate Unknown Biases with Debiasing Alternate Networks" (ECCV 2022)

[Science Advances] Demographic Bias of Vision-Language Foundation Models in Medical Imaging

CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions

🥉 3rd Place Hackathon Winner | Solo-built AI platform for detecting, explaining, and mitigating bias in machine learning systems.

End-to-end deep learning pipeline for gravitational-wave signal detection

individual Fair Nonnegative Matrix Tri-Factorization

POSNoise: An Effective Countermeasure Against Topic Biases in Authorship Analysis

Code implementation for BiasMitigationRL, a reinforcement learning-based bias mitigation method.

[ICCV 2023] Partition-and-Debias: Agnostic Biases Mitigation via a Mixture of Biases-Specific Experts

Research POC on the mitigation of bias in large language models (FLAN-T5 and Bloomz) through fine-tuning.

Rubric-driven AI homework grading system built as a Claude Code Skill. Score student submissions with CoT reasoning, bias mitigation, and PDCA quality cycle.