A Survey on Bias and Fairness in Machine Learning

23 August 2019

Papers citing "A Survey on Bias and Fairness in Machine Learning"

50 / 1,604 papers shown

Title
Is it Still Fair? A Comparative Evaluation of Fairness Algorithms through the Lens of Covariate Drift Oscar Blessed Deho Michael Bewong Selasi Kwashie Jiuyong Li Jixue Liu Lin Liu Srecko Joksimovic FaML 19 0 0 19 Sep 2024
Using Synthetic Data to Mitigate Unfairness and Preserve Privacy in Collaborative Machine Learning Chia-Yuan Wu Frank E. Curtis Daniel P. Robinson DD 33 0 0 14 Sep 2024
Synthetic Tabular Data Generation for Class Imbalance and Fairness: A Comparative Study Emmanouil Panagiotou Arjun Roy Eirini Ntoutsi 17 3 0 08 Sep 2024
Evaluating Fairness in Transaction Fraud Models: Fairness Metrics, Bias Audits, and Challenges Parameswaran Kamalaruban Yulu Pi Stuart Burrell Eleanor Drage Piotr Skalski Jason Wong David Sutton 23 1 0 06 Sep 2024
Comprehensive Equity Index (CEI): Definition and Application to Bias Evaluation in Biometrics Imanol Solano Alejandro Peña Aythami Morales Julian Fierrez Ruben Tolosana F. Zamora-Martínez Javier San Agustin 35 1 0 03 Sep 2024
Debiasing Graph Representation Learning based on Information Bottleneck Ziyi Zhang Mingxuan Ouyang Wanyu Lin Hao Lan Lei Yang FaML 28 0 0 02 Sep 2024
Ethical Challenges in Computer Vision: Ensuring Privacy and Mitigating Bias in Publicly Available Datasets Ghalib Ahmed Tahir 17 0 0 31 Aug 2024
Fairness-Aware Estimation of Graphical Models Zhuoping Zhou Davoud Ataee Tarzanagh Bojian Hou Qi Long Li Shen 51 0 0 30 Aug 2024
Image-Perfect Imperfections: Safety, Bias, and Authenticity in the Shadow of Text-To-Image Model Evolution Yixin Wu Yun Shen Michael Backes Yang Zhang 37 1 0 30 Aug 2024
FineFACE: Fair Facial Attribute Classification Leveraging Fine-grained Features A. Manzoor A. Rattani CVBM 18 1 0 29 Aug 2024
Modeling offensive content detection for TikTok Kasper Cools Gideon Mailette de Buy Wenniger Clara Maathuis AAML 16 0 0 29 Aug 2024
A Catalog of Fairness-Aware Practices in Machine Learning Engineering Gianmario Voria Giulia Sellitto Carmine Ferrara Francesco Abate A. Lucia F. Ferrucci Gemma Catolino Fabio Palomba FaML 29 3 0 29 Aug 2024
DIFR3CT: Latent Diffusion for Probabilistic 3D CT Reconstruction from Few Planar X-Rays Yiran Sun Hana Baroudi Tucker Netherton Laurence E. Court Osama Mawlawi Ashok Veeraraghavan Guha Balakrishnan DiffM MedIm 31 3 0 27 Aug 2024
Ensuring Equitable Financial Decisions: Leveraging Counterfactual Fairness and Deep Learning for Bias Saish Shinde FaML 13 0 0 27 Aug 2024
Brain-inspired Artificial Intelligence: A Comprehensive Review Jing Ren Feng Xia AI4CE 30 3 0 27 Aug 2024
Outlier Detection Bias Busted: Understanding Sources of Algorithmic Bias through Data-centric Factors Xueying Ding Rui Xi L. Akoglu FaML 18 0 0 24 Aug 2024
Explanatory Model Monitoring to Understand the Effects of Feature Shifts on Performance Thomas Decker Alexander Koebler Michael Lebacher Ingo Thon Volker Tresp Florian Buettner 24 1 0 24 Aug 2024
Uncovering Biases with Reflective Large Language Models Edward Y. Chang 19 0 0 24 Aug 2024
Towards measuring fairness in speech recognition: Fair-Speech dataset Irina-Elena Veliche Zhuangqun Huang Vineeth Ayyat Kochaniyan Fuchun Peng Ozlem Kalinli Michael L. Seltzer 43 3 0 22 Aug 2024
Fair Augmentation for Graph Collaborative Filtering Ludovico Boratto Francesco Fabbri Gianni Fenu Mirko Marras Giacomo Medda 42 1 0 22 Aug 2024
Aligning (Medical) LLMs for (Counterfactual) Fairness Raphael Poulain Hamed Fayyaz Rahmatollah Beheshti 29 3 0 22 Aug 2024
Do Responsible AI Artifacts Advance Stakeholder Goals? Four Key Barriers Perceived by Legal and Civil Stakeholders Anna Kawakami Daricia Wilkinson Alexandra Chouldechova 24 3 0 22 Aug 2024
Statistical Challenges with Dataset Construction: Why You Will Never Have Enough Images Josh Goldman John K. Tsotsos 33 1 0 20 Aug 2024
Predictive Anchoring: A Novel Interaction to Support Contextualized Suggestions for Grid Displays Cynthia Zastudil Christine Holyfield June A. Smith Hannah Vy Nguyen Stephen MacNeil 20 1 0 20 Aug 2024
An Open Source Python Library for Anonymizing Sensitive Data Judith Sáinz-Pardo Díaz Álvaro López García 11 1 0 20 Aug 2024
Promoting Equality in Large Language Models: Identifying and Mitigating the Implicit Bias based on Bayesian Theory Yongxin Deng Xihe Qiu Xiaoyu Tan Jing Pan Chen Jue Zhijun Fang Yinghui Xu Wei Chu Yuan Qi 28 3 0 20 Aug 2024
Learning Fair Invariant Representations under Covariate and Correlation Shifts Simultaneously Dong Li Chen Zhao Minglai Shao Wenjun Wang OOD FaML 32 2 0 18 Aug 2024
On the KL-Divergence-based Robust Satisficing Model Haojie Yan Minglong Zhou Jiayi Guo 22 0 0 17 Aug 2024
Federated Fairness Analytics: Quantifying Fairness in Federated Learning Oscar Dilley Juan Marcelo Parra Ullauri Rasheed Hussain Dimitra Simeonidou FedML 34 0 0 15 Aug 2024
BMFT: Achieving Fairness via Bias-based Weight Masking Fine-tuning Yuyang Xue Junyu Yan Raman Dutt Fasih Haider Jingshuai Liu Steven G. McDonagh Sotirios A. Tsaftaris 24 1 0 13 Aug 2024
Learning Fair Cooperation in Mixed-Motive Games with Indirect Reciprocity Martin Smit Fernando P. Santos 20 2 0 08 Aug 2024
Differentially Private Data Release on Graphs: Inefficiencies and Unfairness Ferdinando Fioretto Diptangshu Sen Juba Ziani 32 1 0 08 Aug 2024
Multimodal Gender Fairness in Depression Prediction: Insights on Data from the USA & China Joseph Cameron Jiaee Cheong Micol Spitale Hatice Gunes 21 1 0 07 Aug 2024
Prompt and Prejudice Lorenzo Berlincioni Luca Cultrera Federico Becattini Marco Bertini A. Bimbo 38 0 0 07 Aug 2024
Development of REGAI: Rubric Enabled Generative Artificial Intelligence Zach Johnson Jeremy Straub 29 1 0 05 Aug 2024
Fairness and Bias Mitigation in Computer Vision: A Survey Sepehr Dehdashtian Ruozhen He Yi Li Guha Balakrishnan Nuno Vasconcelos Vicente Ordonez Vishnu Naresh Boddeti 29 4 0 05 Aug 2024
A Conceptual Framework for Ethical Evaluation of Machine Learning Systems Neha R. Gupta Jessica Hullman Hari Subramonyam FaML 40 3 0 05 Aug 2024
Rolling in the deep of cognitive and AI biases Athena Vakali Nicoleta Tantalaki 19 1 0 30 Jul 2024
Navigation services amplify concentration of traffic and emissions in our cities Giuliano Cornacchia M. Nanni D. Pedreschi Luca Pappalardo 14 2 0 29 Jul 2024
AI-Driven Healthcare: A Review on Ensuring Fairness and Mitigating Bias Sribala Vidyadhari Chinta Zichong Wang Xingyu Zhang Thang Doan Viet A. Kashif Monique Antoinette Smith Jun Liu W. Zhang 34 1 0 29 Jul 2024
Fairness Definitions in Language Models Explained Thang Viet Doan Zhibo Chu Zichong Wang Wenbin Zhang ALM 50 10 0 26 Jul 2024
Breaking the Global North Stereotype: A Global South-centric Benchmark Dataset for Auditing and Mitigating Biases in Facial Recognition Systems Siddharth D. Jaiswal Animesh Ganai A. Dash Saptarshi Ghosh Animesh Mukherjee CVBM 40 2 0 22 Jul 2024
A Survey of AI Reliance S. Eckhardt Niklas Kuhl Mateusz Dolata Gerhard Schwabe 38 1 0 22 Jul 2024
PUFFLE: Balancing Privacy, Utility, and Fairness in Federated Learning Luca Corbucci Mikko A. Heikkilä David Solans Noguero Anna Monreale Nicolas Kourtellis FedML 44 3 0 21 Jul 2024
Auditing the Grid-Based Placement of Private Label Products on E-commerce Search Result Pages Siddharth D. Jaiswal A. Dash Nitika Shroff Yashwanth Babu Vunnam Saptarshi Ghosh Animesh Mukherjee 24 0 0 19 Jul 2024
Fair Overlap Number of Balls (Fair-ONB): A Data-Morphology-based Undersampling Method for Bias Reduction José Daniel Pascual-Triana Alberto Fernández Paulo Novais Francisco Herrera 14 0 0 19 Jul 2024
This Probably Looks Exactly Like That: An Invertible Prototypical Network Zachariah Carmichael Timothy Redgrave Daniel Gonzalez Cedre Walter J. Scheirer BDL 37 2 0 16 Jul 2024
Are Linear Regression Models White Box and Interpretable? A. M. Salih Yuhe Wang XAI 19 2 0 16 Jul 2024
Rethinking Fair Graph Neural Networks from Re-balancing Zhixun Li Yushun Dong Qiang Liu Jeffrey Xu Yu 23 7 0 16 Jul 2024
EARN Fairness: Explaining, Asking, Reviewing, and Negotiating Artificial Intelligence Fairness Metrics Among Stakeholders Lin Luo Yuri Nakao Mathieu Chollet Hiroya Inakoshi Simone Stumpf 33 0 0 16 Jul 2024