robust-fairness-code

taoqi98/fairvfl7

Fairness algorithm implementation

A collection of code implementing the FairVFL algorithm and its associated data structures and utilities for efficient and accurate fairness-aware machine learning model training.

google/ml-fairness-gym314

Fairness simulator

An open-source tool for simulating the long-term impacts of machine learning-based decision systems on social environments

guanghelee/neurips19-certificates-of-robustness17

Robustness framework

Provides a framework for computing tight certificates of adversarial robustness for randomly smoothed classifiers.

algofairness/fairness-comparison159

Fairness comparison tool

An online repository providing benchmarking tools and data for evaluating fairness-aware machine learning algorithms

mbilalzafar/fair-classification190

Fairness mechanism library

Provides a Python implementation of fairness mechanisms in classification models to mitigate disparate impact and mistreatment.

fairlearn/fairlearn2K

Fairness assessment tool

A tool to assess and mitigate unfairness in AI systems, helping developers ensure their models do not disproportionately harm certain groups of people.

megantosh/fairness_measures_code38

Discrimination quantifier

This repository contains implementations of measures to quantify discrimination in data

ucsb-nlp-chang/fairness-reprogramming15

Fairness Fixer

A method to improve machine learning model fairness without retraining the entire network

tensorflow/fairness-indicators343

Fairness evaluator

An evaluation toolkit to assess fairness in machine learning models

litian96/fair_flearn244

Fair learning algorithm

This project develops and evaluates algorithms for fair resource allocation in federated learning, aiming to promote more inclusive AI systems.

zjelveh/learning-fair-representations26

Fair representation algorithm

An implementation of Zemel et al.'s 2013 algorithm for learning fair representations in machine learning

i-gallegos/fair-llm-benchmark115

Bias datasets

Compiles bias evaluation datasets and provides access to original data sources for large language models

chenhongge/robusttrees67

Robust decision trees

An implementation of robust decision tree based models against adversarial examples using the XGBoost framework.

borealisai/advertorch1.3K

Robustness tester

A toolbox for researching and evaluating robustness against attacks on machine learning models

koaning/scikit-fairness29

Fairness toolkit

A Python library providing tools and algorithms for fairness in machine learning model development