On Learning Fairness and Accuracy on Multiple Subgroups

19 October 2022

Qi Chen

Papers citing "On Learning Fairness and Accuracy on Multiple Subgroups"

27 / 27 papers shown

Title
Component-Based Fairness in Face Attribute Classification with Bayesian Network-informed Meta Learning Yifan Liu Ruichen Yao Y. Liu Ruohan Zong Z. Li Yang Zhang Dong Wang CVBM 31 0 0 03 May 2025
M $^2$ FGB: A Min-Max Gradient Boosting Framework for Subgroup Fairness Jansen S. B. Pereira Giovani Valdrighi Marcos Medeiros Raimundo FaML 32 0 0 16 Apr 2025
Fairness without Demographics through Learning Graph of Gradients Yingtao Luo Z. Li Qiang Liu Jun Zhu 69 0 0 31 Dec 2024
FairLoRA: Unpacking Bias Mitigation in Vision Models with Fairness-Driven Low-Rank Adaptation Rohan Sukumaran Aarash Feizi Adriana Romero-Sorian G. Farnadi 29 1 0 22 Oct 2024
Fairness-Aware Estimation of Graphical Models Zhuoping Zhou Davoud Ataee Tarzanagh Bojian Hou Qi Long Li Shen 33 0 0 30 Aug 2024
Practical Guide for Causal Pathways and Sub-group Disparity Analysis Farnaz Kohankhaki Shaina Raza Oluwanifemi Bamgbose D. Pandya Elham Dolatabadi CML 32 0 0 02 Jul 2024
On the Maximal Local Disparity of Fairness-Aware Classifiers Jinqiu Jin Haoxuan Li Fuli Feng 24 0 0 05 Jun 2024
Intersectional Unfairness Discovery Gezheng Xu Qi Chen Charles X. Ling Boyu Wang Changjian Shui 28 2 0 31 May 2024
Towards Standardizing AI Bias Exploration Emmanouil Krasanakis Symeon Papadopoulos 24 3 0 29 May 2024
A Short Survey on Importance Weighting for Machine Learning Masanari Kimura H. Hino 21 5 0 15 Mar 2024
Fairness Without Harm: An Influence-Guided Active Sampling Approach Jinlong Pang Jialu Wang Zhaowei Zhu Yuanshun Yao Chen Qian Yang Liu TDI 30 2 0 20 Feb 2024
f-FERM: A Scalable Framework for Robust Fair Empirical Risk Minimization Sina Baharlouei Shivam Patel Meisam Razaviyayn 22 4 0 06 Dec 2023
Balancing Act: Constraining Disparate Impact in Sparse Models Meraj Hashemizadeh Juan Ramirez Rohan Sukumaran G. Farnadi Simon Lacoste-Julien Jose Gallego-Posada 20 4 0 31 Oct 2023
A Theoretical Approach to Characterize the Accuracy-Fairness Trade-off Pareto Frontier Hua Tang Lu Cheng Ninghao Liu Mengnan Du FaML 8 1 0 19 Oct 2023
Understanding Fairness Surrogate Functions in Algorithmic Fairness Wei Yao Zhanke Zhou Zhicong Li Bo Han Yong Liu 15 3 0 17 Oct 2023
FFB: A Fair Fairness Benchmark for In-Processing Group Fairness Methods Xiaotian Han Jianfeng Chi Yu Chen Qifan Wang Han Zhao Na Zou Xia Hu 23 23 0 15 Jun 2023
A Survey on Intersectional Fairness in Machine Learning: Notions, Mitigation, and Challenges Usman Gohar Lu Cheng FaML 9 18 0 11 May 2023
Algorithm-Dependent Bounds for Representation Learning of Multi-Source Domain Adaptation Qi Chen M. Marchand OOD 15 5 0 04 Apr 2023
Multi-dimensional discrimination in Law and Machine Learning -- A comparative overview Arjun Roy J. Horstmann Eirini Ntoutsi FaML 6 20 0 12 Feb 2023
When Source-Free Domain Adaptation Meets Learning with Noisy Labels L. Yi Gezheng Xu Pengcheng Xu Jiaqi Li Ruizhi Pu Charles X. Ling A. McLeod Boyu Wang 16 39 0 31 Jan 2023
On Fairness of Medical Image Classification with Multiple Sensitive Attributes via Learning Orthogonal Representations Wenlong Deng Yuan Zhong Qianming Dou Xiaoxiao Li FaML 25 17 0 04 Jan 2023
Fair Representation Learning through Implicit Path Alignment Changjian Shui Qi Chen Jiaqi Li Boyu Wang Christian Gagné 31 27 0 26 May 2022
Gap Minimization for Knowledge Sharing and Transfer Boyu Wang Jorge Armando Mendez Mendez Changjian Shui Fan Zhou Di Wu Gezheng Xu Christian Gagné Eric Eaton 13 10 0 26 Jan 2022
Generalization Bounds For Meta-Learning: An Information-Theoretic Analysis Qi Chen Changjian Shui M. Marchand 27 43 0 29 Sep 2021
Fairness-aware Class Imbalanced Learning Shivashankar Subramanian Afshin Rahimi Timothy Baldwin Trevor Cohn Lea Frermann FaML 99 28 0 21 Sep 2021
Learning Adversarially Fair and Transferable Representations David Madras Elliot Creager T. Pitassi R. Zemel FaML 205 663 0 17 Feb 2018
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments Alexandra Chouldechova FaML 185 2,079 0 24 Oct 2016