Lake-Wang/Fairness_Enhanced_Recommendation_System

This project enhances fairness in recommender systems by introducing DNCF, a debiased neural collaborative filtering model capable of handling both binary and multi-subgroup fairness. It builds on NCF and NFCF by extending debiasing and regularization techniques to support nuanced demographic subgroups without compromising performance.

Language: Python - Size: 42 MB - Last synced at: 15 days ago - Pushed at: 15 days ago - Stars: 2 - Forks: 0

brucelyu17/SC-TC-Bench

[FAccT '25] Characterizing Bias: Benchmarking LLMs in Simplified versus Traditional Chinese

Language: Python - Size: 64.2 MB - Last synced at: 15 days ago - Pushed at: 15 days ago - Stars: 1 - Forks: 0

yromano/cqr

Conformalized Quantile Regression

Language: Jupyter Notebook - Size: 5.02 MB - Last synced at: 2 days ago - Pushed at: about 3 years ago - Stars: 275 - Forks: 51

fixouttech/fixout

Algorithmic inspection for trustworthy ML models

Language: Python - Size: 10.7 MB - Last synced at: 19 days ago - Pushed at: about 2 months ago - Stars: 4 - Forks: 0

ds-modules/DATA-4AC-SP25

UC Berkeley DATA 4AC

Language: Jupyter Notebook - Size: 20.6 MB - Last synced at: 28 days ago - Pushed at: 28 days ago - Stars: 0 - Forks: 0

dliu18/fair-cf

Code to reproduce the paper "When Collaborative Filtering is not Collaborative: Unfairness of PCA for Recommendations". Published at FAccT'25.

Language: Jupyter Notebook - Size: 1.01 MB - Last synced at: 28 days ago - Pushed at: 28 days ago - Stars: 0 - Forks: 0

YyzHarry/vlm-fairness

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

Language: Python - Size: 1.3 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 16 - Forks: 3

manjaryp/ImageForgeryFairness

Fairness in Digital Image Forgery Detection System

Language: Jupyter Notebook - Size: 4.68 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 1

yangjenny/BiasMitigationRL

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

Language: Python - Size: 128 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 5 - Forks: 2

vefthym/fairER

FairER: Entity Resolution with Fairness Constraints

Language: Python - Size: 113 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 8 - Forks: 5

YyzHarry/shortcut-ood-fairness

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

Language: Python - Size: 67.4 KB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 23 - Forks: 2

drakedu/colorful-bias

Colorful Bias is a longitudinal benchmarking of algorithmic colorization of images containing human skin tones.

Language: Jupyter Notebook - Size: 4.56 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 0 - Forks: 0

wearepal/EthicML

Package for evaluating the performance of methods which aim to increase fairness, accountability and/or transparency

Language: Python - Size: 87.9 MB - Last synced at: 14 days ago - Pushed at: 14 days ago - Stars: 23 - Forks: 3

trustworthy-machine-learning/trustworthy-machine-learning.github.io

A School for All Seasons on Trustworthy Machine Learning

Size: 88.9 KB - Last synced at: 12 days ago - Pushed at: almost 4 years ago - Stars: 11 - Forks: 1

privacytrustlab/adversarial_bias

Analyzing Adversarial Bias and the Robustness of Fair Machine Learning

Language: Python - Size: 6.61 MB - Last synced at: 6 months ago - Pushed at: about 4 years ago - Stars: 7 - Forks: 1

fair-search/fairsearch-fair-python

Python library with the core algorithms used to do FA*IR ranking.

Language: Python - Size: 26.4 KB - Last synced at: about 1 month ago - Pushed at: about 5 years ago - Stars: 15 - Forks: 9

mbar0075/Ethics-in-AI-and-Intelligent-Interfaces

Deliverables relating to the Ethics in Artificial Intelligence & Intelligent Interfaces University Units

Size: 90.5 MB - Last synced at: 6 months ago - Pushed at: over 1 year ago - Stars: 1 - Forks: 0

trustworthy-ml-course/trustworthy-ml-course.github.io

Trustworthy AI/ML course by Professor Birhanu Eshete, University of Michigan, Dearborn.

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rahmanidashti/FairRecSys

[Official Codes] Experiments on Generalizability of User-Oriented Fairness in Recommender Systems (SIGIR 2022)

Language: Jupyter Notebook - Size: 20.8 MB - Last synced at: 10 months ago - Pushed at: about 3 years ago - Stars: 32 - Forks: 6

fair-search/fairsearch-fair-for-elasticsearch

Fair search elasticsearch plugin

Language: Java - Size: 11.8 MB - Last synced at: 8 months ago - Pushed at: over 2 years ago - Stars: 14 - Forks: 3

ogencoglu/Gender_Bias_FinBERT

A super-quick demo to start discussions on bias in Finnish BERT language model

Language: Jupyter Notebook - Size: 132 KB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0

ogencoglu/fair_cyberbullying_detection

Source code and models for the paper "Cyberbullying Detection with Fairness Constraints". IEEE Internet Computing, 2020

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jacons/Interpretable-by-design-Human-Recommender

Language: Jupyter Notebook - Size: 316 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

hyungrok-do/fair-glm-cvx

Official Implementation of the paper "Fair Generalized Linear Models with a Convex Penalty."

Language: Python - Size: 1.49 MB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 1

armsp/AIFU

AI flub ups

Language: JavaScript - Size: 36.2 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 1

fair-search/fairsearch-deltr-java

Disparate Exposure in Learning To Rank for Java

Language: Java - Size: 159 KB - Last synced at: over 2 years ago - Pushed at: over 5 years ago - Stars: 2 - Forks: 2

hyungrok-do/joint-fairness-model

Implementation of Joint Fairness Model with Applications to Risk Predictions for Under-represented Populations

Language: Python - Size: 42 KB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

fair-search/fairsearch-deltr-python

Disparate Exposure in Learning To Rank for Python

Language: Python - Size: 109 KB - Last synced at: 22 days ago - Pushed at: about 6 years ago - Stars: 6 - Forks: 2

UIC-InDeXLab/FMC

Language: Python - Size: 111 KB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

kozodoi/fairness

R package for computing and visualizing fair ML metrics

Language: R - Size: 1.37 MB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 26 - Forks: 7

hcorinna/utility-based-fairness

:pencil: Implementation of our approach for balancing the utility of the decision maker and the fairness towards the decision subjects for a prediction-based decision-making system

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hcorinna/gradual-compatibility

:pencil: Exploring the gradual (in)compatibility of the fairness metrics independence, separation and sufficiency.

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bintualkassoum/fair-ml-project

This project aims to understand the algorithmic bias in the corrections system through analyzing the COMPAS dataset.

Language: Jupyter Notebook - Size: 543 KB - Last synced at: about 1 year ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

fair-search/fairsearch-fair-java

Core algorithms used to do fair search. This algorithm are exposed through the Elasticsearch and Solr plugins.

Language: Java - Size: 245 KB - Last synced at: almost 2 years ago - Pushed at: over 5 years ago - Stars: 1 - Forks: 0

hcorinna/university-admissions

:pencil: Exploring data-driven affirmative action policies for university admissions

Language: Python - Size: 48.8 KB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

carlomarxdk/algorithmic-fairness-2022

Exercise repository for Algorithmic Fairness, Accountability and Ethics (Spring 2022), IT University of Copenhagen

Language: Jupyter Notebook - Size: 68.9 MB - Last synced at: almost 2 years ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 0

fair-search/fairsearch-deltr-for-elasticsearch

Language: Python - Size: 57.6 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

Amandarg/debias

Implementation of debiasing algorithm in "Debiasing Representations by Removing Unwanted Variation Due to Protected Attributes" on ProPublica's COMPAS data set

Language: Jupyter Notebook - Size: 3.63 MB - Last synced at: almost 2 years ago - Pushed at: about 7 years ago - Stars: 3 - Forks: 2

fair-search/fair-search.github.io

fair search page site

Size: 15.2 MB - Last synced at: over 2 years ago - Pushed at: over 6 years ago - Stars: 0 - Forks: 0