SIREN: A Simulation Framework for Understanding the Effects of Recommender Systems in Online News Environments
-
Updated
Nov 6, 2018 - Python
SIREN: A Simulation Framework for Understanding the Effects of Recommender Systems in Online News Environments
Package implementing methods developed in "Preventing Fairness Gerrymandering" [ICML '18], "Rich Subgroup Fairness for Machine Learning" [ FAT* '19]. active development fork @algowatchupenn
Hmumu classifiers trained to be fair w.r.t. the invariant mass.
Code implementing differential fairness (DF) metric in: J. R. Foulds, R. Islam, K. Keya, and S. Pan. An Intersectional Definition of Fairness. 36th IEEE International Conference on Data Engineering (ICDE), 2020
Code to accompany 2019 paper.
Demos for my blog, Ponder @ ponder.substack.com
Counterfactual Local Explanations of AI systems
Fair Classification with Gaussian Process (FCGP)
PyTorch reimplementation of computing Shapley values via Truncated Monte Carlo sampling from "What is your data worth? Equitable Valuation of Data" by Amirata Ghorbani and James Zou [ICML 2019]
Open-source toolkit to help companies implement responsible AI workflows.
Measures stability of the fairness measure for a fair AI
Code for fair-representation learning path
Code to accompany NeurIPS paper https://arxiv.org/abs/2006.08564
[ICML 2021] Towards Understanding and Mitigating Social Biases in Language Models
This workflow is generated by Geoweaver to replicate the experiments done in EmissionAI's published article. Currently, the workflow retrieves the data from an already compiled source, but the next version will make this workflow collect data from the different data sources directly.
[ACL 2020] Towards Debiasing Sentence Representations
A tool for gender bias identification in text. Part of Microsoft's Responsible AI toolbox.
Codebase for "Fair-GAIN" for fair ML predictions.
CIRCLe: Color Invariant Representation Learning for Unbiased Classification of Skin Lesions
Add a description, image, and links to the fairness-ai topic page so that developers can more easily learn about it.
To associate your repository with the fairness-ai topic, visit your repo's landing page and select "manage topics."