Learning Optimal Fair Scoring Systems for Multi-Class Classification

11 April 2023

Papers citing "Learning Optimal Fair Scoring Systems for Multi-Class Classification"

10 / 10 papers shown

Title
Unveiling the Impact of Local Homophily on GNN Fairness: In-Depth Analysis and New Benchmarks Donald Loveland Danai Koutra 33 1 0 05 Oct 2024
Fair Decentralized Learning Sayan Biswas Anne-Marie Kermarrec Rishi Sharma Thibaud Trinca M. Vos FedML 32 0 0 03 Oct 2024
Evaluating Model Bias Requires Characterizing its Mistakes Isabela Albuquerque Jessica Schrouff David Warde-Farley Ali Taylan Cemgil Sven Gowal Olivia Wiles 42 2 0 15 Jul 2024
Learning Social Fairness Preferences from Non-Expert Stakeholder Opinions in Kidney Placement Mukund Telukunta Sukruth Rao Gabriella Stickney Venkata Sriram Siddhardh Nadendla Casey Canfield 14 1 0 04 Apr 2024
Fairness Risks for Group-conditionally Missing Demographics Kaiqi Jiang Wenzhe Fan Mao Li Xinhua Zhang 76 0 0 20 Feb 2024
MISS: Multiclass Interpretable Scoring Systems Michal K. Grzeszczyk Tomasz Trzciñski Arkadiusz Sitek 22 0 0 10 Jan 2024
Towards Inclusive Fairness Evaluation via Eliciting Disagreement Feedback from Non-Expert Stakeholders Mukund Telukunta Venkata Sriram Siddhardh Nadendla 14 0 0 07 Apr 2023
Fairness guarantee in multi-class classification Christophe Denis Romuald Elie Mohamed Hebiri Franccois Hu FaML 28 47 0 28 Sep 2021
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 225 3,672 0 28 Feb 2017
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments Alexandra Chouldechova FaML 185 2,082 0 24 Oct 2016