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Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness

14 November 2017

Papers citing "Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness"

50 / 448 papers shown

Title
GFLC: Graph-based Fairness-aware Label Correction for Fair Classification Modar Sulaiman Kallol Roy 56 0 0 18 Jun 2025
Fair for a few: Improving Fairness in Doubly Imbalanced Datasets Ata Yalcin Asli Umay Ozturk Yigit Sever Viktoria Pauw Stephan Hachinger Ismail Hakki Toroslu Pinar Karagoz FaML 44 0 0 17 Jun 2025
"Who experiences large model decay and why?" A Hierarchical Framework for Diagnosing Heterogeneous Performance Drift Harvineet Singh Fan Xia Alexej Gossmann Andrew Chuang Julian C. Hong Jean Feng 47 0 0 31 May 2025
Representative Language Generation Charlotte Peale Vinod Raman Omer Reingold 35 1 0 27 May 2025
Subgroups Matter for Robust Bias Mitigation A. Alloula Charles Jones Ben Glocker Bartłomiej W. Papież 64 0 0 27 May 2025
Mitigate One, Skew Another? Tackling Intersectional Biases in Text-to-Image Models Pushkar Shukla Aditya Chinchure Emily Diana A. Tolbert K. Hosanagar Vineeth N. Balasubramanian Leonid Sigal Matthew Turk 49 0 0 22 May 2025
Component-Based Fairness in Face Attribute Classification with Bayesian Network-informed Meta Learning Yifan Liu Ruichen Yao Y. Liu Ruohan Zong Hui Yuan Yang Zhang Dong Wang CVBM 89 0 0 03 May 2025
Bayes-Optimal Fair Classification with Multiple Sensitive Features Yi Yang Yinghui Huang Xiangyu Chang FaML 102 0 0 01 May 2025
M $^2$ FGB: A Min-Max Gradient Boosting Framework for Subgroup Fairness Jansen S. B. Pereira Giovani Valdrighi Marcos Medeiros Raimundo FaML 124 0 0 16 Apr 2025
Am I Being Treated Fairly? A Conceptual Framework for Individuals to Ascertain Fairness Juliett Suárez Ferreira Marija Slavkovik Jorge Casillas FaML 143 0 0 03 Apr 2025
On the Origins of Sampling Bias: Implications on Fairness Measurement and Mitigation Sami Zhioua Ruta Binkyt.e Ayoub Ouni Farah Barika Ktata 61 0 0 23 Mar 2025
BiasConnect: Investigating Bias Interactions in Text-to-Image Models Pushkar Shukla Aditya Chinchure Emily Diana A. Tolbert K. Hosanagar Vineeth N. Balasubramanian Leonid Sigal Matthew Turk 82 0 0 12 Mar 2025
Biased Heritage: How Datasets Shape Models in Facial Expression Recognition Iris Dominguez-Catena D. Paternain M. Galar Marybeth Defrance Maarten Buyl Tijl De Bie 115 0 0 05 Mar 2025
What do Large Language Models Say About Animals? Investigating Risks of Animal Harm in Generated Text Arturs Kanepajs Aditi Basu Sankalpa Ghose Constance Li Akshat Mehta Ronak Mehta Samuel David Tucker-Davis Eric Zhou Bob Fischer Jacy Reese Anthis ELM ALM 149 1 0 03 Mar 2025
Sensing and Steering Stereotypes: Extracting and Applying Gender Representation Vectors in LLMs Hannah Cyberey Yangfeng Ji David Evans LLMSV 189 1 0 27 Feb 2025
Kandinsky Conformal Prediction: Beyond Class- and Covariate-Conditional Coverage Konstantina Bairaktari Jiayun Wu Zhiwei Steven Wu 111 1 0 24 Feb 2025
Bias Detection via Maximum Subgroup Discrepancy Jiří Němeček Mark Kozdoba Illia Kryvoviaz Tomáš Pevný Jakub Mareˇcek 230 0 0 04 Feb 2025
Bias in Decision-Making for AI's Ethical Dilemmas: A Comparative Study of ChatGPT and Claude Yile Yan Yinlin Zhu Wentao Xu ELM 107 0 0 17 Jan 2025
Constrained Sampling with Primal-Dual Langevin Monte Carlo Luiz F. O. Chamon Mohammad Reza Karimi Anna Korba 93 3 0 08 Jan 2025
Impact of Data Distribution on Fairness Guarantees in Equitable Deep Learning Yan Luo Congcong Wen Min Shi Hao Huang Yi Fang Mengyu Wang FedML 64 0 0 31 Dec 2024
Diversity Drives Fairness: Ensemble of Higher Order Mutants for Intersectional Fairness of Machine Learning Software Zhenpeng Chen Xinyue Li Jing Zhang Federica Sarro Yang Liu FaML 131 3 0 11 Dec 2024
The Intersectionality Problem for Algorithmic Fairness Johannes Himmelreich Arbie Hsu Kristian Lum Ellen Veomett FaML 118 1 0 04 Nov 2024
Active Fourier Auditor for Estimating Distributional Properties of ML Models Ayoub Ajarra Bishwamittra Ghosh Debabrota Basu MLAU 131 2 0 10 Oct 2024
Social Choice for Heterogeneous Fairness in Recommendation Amanda A. Aird Elena Stefancova Cassidy All A. Voida Martin Homola Nicholas Mattei Robin Burke FaML 103 0 0 06 Oct 2024
Minimax Group Fairness in Strategic Classification Emily Diana Saeed Sharifi-Malvajerdi A. Vakilian FaML 99 1 0 03 Oct 2024
Fair Class-Incremental Learning using Sample Weighting Jaeyoung Park Minsu Kim Steven Euijong Whang 97 0 0 02 Oct 2024
Best Practices for Responsible Machine Learning in Credit Scoring Giovani Valdrighi Athyrson M. Ribeiro Jansen S. B. Pereira Vitoria Guardieiro Arthur Hendricks ... Juan David Nieto Garcia Felipe F. Bocca Thalita B. Veronese Lucas Wanner Marcos Medeiros Raimundo FaML 104 0 0 30 Sep 2024
(Un)certainty of (Un)fairness: Preference-Based Selection of Certainly Fair Decision-Makers Manh Khoi Duong Stefan Conrad UD FaML 82 0 0 19 Sep 2024
Bias Begets Bias: The Impact of Biased Embeddings on Diffusion Models Sahil Kuchlous Marvin Li Jeffrey G. Wang 80 0 0 15 Sep 2024
Exploring Bias and Prediction Metrics to Characterise the Fairness of Machine Learning for Equity-Centered Public Health Decision-Making: A Narrative Review Shaina Raza Arash Shaban-Nejad Elham Dolatabadi Hiroshi Mamiya 68 5 0 23 Aug 2024
Aligning (Medical) LLMs for (Counterfactual) Fairness Raphael Poulain Hamed Fayyaz Rahmatollah Beheshti 98 4 0 22 Aug 2024
EARN Fairness: Explaining, Asking, Reviewing, and Negotiating Artificial Intelligence Fairness Metrics Among Stakeholders Lin Luo Yuri Nakao Mathieu Chollet Hiroya Inakoshi Simone Stumpf 129 1 0 16 Jul 2024
Long-Term Fairness in Sequential Multi-Agent Selection with Positive Reinforcement Bhagyashree Puranik Ozgur Guldogan Upamanyu Madhow Ramtin Pedarsani 69 0 0 10 Jul 2024
Auditing of AI: Legal, Ethical and Technical Approaches Jakob Mokander 87 44 0 07 Jul 2024
The US Algorithmic Accountability Act of 2022 vs. The EU Artificial Intelligence Act: What can they learn from each other? Jakob Mokander Prathm Juneja David S. Watson Luciano Floridi 65 54 0 07 Jul 2024
Practical Guide for Causal Pathways and Sub-group Disparity Analysis Farnaz Kohankhaki Shaina Raza Oluwanifemi Bamgbose D. Pandya Elham Dolatabadi CML 104 0 0 02 Jul 2024
Evaluating Model Performance Under Worst-case Subpopulations Mike Li Hongseok Namkoong Shangzhou Xia 104 18 0 01 Jul 2024
OxonFair: A Flexible Toolkit for Algorithmic Fairness Eoin Delaney Zihao Fu Sandra Wachter Brent Mittelstadt Chris Russell FaML 127 3 0 30 Jun 2024
Dataset Representativeness and Downstream Task Fairness Victor A. Borza Andrew Estornell Chien-Ju Ho Bradley Malin Yevgeniy Vorobeychik 75 0 0 28 Jun 2024
Fairpriori: Improving Biased Subgroup Discovery for Deep Neural Network Fairness Kacy Zhou Jiawen Wen Nan Yang Dong Yuan Qinghua Lu Huaming Chen 53 1 0 25 Jun 2024
Cherry on the Cake: Fairness is NOT an Optimization Problem Marco Favier T. Calders 57 1 0 24 Jun 2024
Fair GLASSO: Estimating Fair Graphical Models with Unbiased Statistical Behavior Madeline Navarro Samuel Rey Andrei Buciulea Antonio G. Marques Santiago Segarra 161 6 0 13 Jun 2024
Long-Term Fairness Inquiries and Pursuits in Machine Learning: A Survey of Notions, Methods, and Challenges Usman Gohar Zeyu Tang Jialu Wang Kun Zhang Peter Spirtes Yang Liu Lu Cheng FaML 141 4 0 10 Jun 2024
Group-wise oracle-efficient algorithms for online multi-group learning Samuel Deng Daniel J. Hsu Jingwen Liu 74 2 0 07 Jun 2024
Building Socially-Equitable Public Models Yejia Liu Jianyi Yang Pengfei Li Tongxin Li Shaolei Ren OffRL 115 0 0 04 Jun 2024
Data Quality in Edge Machine Learning: A State-of-the-Art Survey M. D. Belgoumri Mohamed Reda Bouadjenek Sunil Aryal Hakim Hacid 110 1 0 01 Jun 2024
Intersectional Unfairness Discovery Gezheng Xu Qi Chen Charles Ling Boyu Wang Changjian Shui 73 3 0 31 May 2024
Measuring and Mitigating Bias for Tabular Datasets with Multiple Protected Attributes Manh Khoi Duong Stefan Conrad 120 1 0 29 May 2024
Towards Standardizing AI Bias Exploration Emmanouil Krasanakis Symeon Papadopoulos 102 3 0 29 May 2024
On Fairness of Low-Rank Adaptation of Large Models Zhoujie Ding Ken Ziyu Liu Pura Peetathawatchai Berivan Isik Sanmi Koyejo 81 5 0 27 May 2024