"You Can't Fix What You Can't Measure": Privately Measuring Demographic Performance Disparities in Federated Learning

24 June 2022

Papers citing ""You Can't Fix What You Can't Measure": Privately Measuring Demographic Performance Disparities in Federated Learning"

11 / 11 papers shown

Title
Federated Fairness without Access to Sensitive Groups Afroditi Papadaki Natalia Martínez Martín Bertrán Guillermo Sapiro Miguel R. D. Rodrigues FedML 19 2 0 22 Feb 2024
Fairness and Privacy-Preserving in Federated Learning: A Survey Taki Hasan Rafi Faiza Anan Noor Tahmid Hussain Dong-Kyu Chae FedML 22 38 0 14 Jun 2023
Can Querying for Bias Leak Protected Attributes? Achieving Privacy With Smooth Sensitivity Faisal Hamman Jiahao Chen Sanghamitra Dutta 9 9 0 03 Nov 2022
Privacy Aware Experimentation over Sensitive Groups: A General Chi Square Approach R. Friedberg Ryan M. Rogers 12 3 0 17 Aug 2022
Adaptive Sampling Strategies to Construct Equitable Training Datasets William Cai R. Encarnación Bobbie Chern S. Corbett-Davies Miranda Bogen Stevie Bergman Sharad Goel 77 29 0 31 Jan 2022
Bias in Automated Speaker Recognition Wiebke Toussaint Aaron Yi Ding CVBM 22 44 0 24 Jan 2022
Evaluating Fairness of Machine Learning Models Under Uncertain and Incomplete Information Pranjal Awasthi Alex Beutel Matthaeus Kleindessner Jamie Morgenstern Xuezhi Wang FaML 49 55 0 16 Feb 2021
FedMood: Federated Learning on Mobile Health Data for Mood Detection Xiaohang Xu Hao Peng Lichao Sun Md. Zakirul Alam Bhuiyan Lianzhong Liu Lifang He FedML 34 52 0 06 Feb 2021
The Future of Digital Health with Federated Learning Nicola Rieke Jonny Hancox Wenqi Li Fausto Milletari H. Roth ... Ronald M. Summers Andrew Trask Daguang Xu Maximilian Baust M. Jorge Cardoso OOD 174 1,690 0 18 Mar 2020
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 286 4,143 0 23 Aug 2019
Amplification by Shuffling: From Local to Central Differential Privacy via Anonymity Ulfar Erlingsson Vitaly Feldman Ilya Mironov A. Raghunathan Kunal Talwar Abhradeep Thakurta 131 416 0 29 Nov 2018