A Survey on Bias and Fairness in Machine Learning

23 August 2019

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

50 / 1,614 papers shown

Title
Fairness Reprogramming Guanhua Zhang Yihua Zhang Yang Zhang Wenqi Fan Qing Li Sijia Liu Shiyu Chang AAML 83 38 0 21 Sep 2022
FAL-CUR: Fair Active Learning using Uncertainty and Representativeness on Fair Clustering R. Fajri A. Saxena Yulong Pei Mykola Pechenizkiy FaML 42 2 0 21 Sep 2022
Towards Trustworthy AI-Empowered Real-Time Bidding for Online Advertisement Auctioning Xiaoli Tang Han Yu 50 5 0 21 Sep 2022
A Comprehensive Survey on Trustworthy Recommender Systems Wenqi Fan Xiangyu Zhao Xiao Chen Jingran Su Jingtong Gao ... Qidong Liu Yiqi Wang Hanfeng Xu Lei Chen Qing Li FaML 48 46 0 21 Sep 2022
Closing the Gender Wage Gap: Adversarial Fairness in Job Recommendation Clara Rus Jeffrey Luppes Harrie Oosterhuis Gido Schoenmacker FaML 54 12 0 20 Sep 2022
Mitigating Representation Bias in Action Recognition: Algorithms and Benchmarks Haodong Duan Yue Zhao Kai-xiang Chen Yu Xiong Dahua Lin 21 7 0 20 Sep 2022
Exploiting Cultural Biases via Homoglyphs in Text-to-Image Synthesis Lukas Struppek Dominik Hintersdorf Felix Friedrich Manuel Brack P. Schramowski Kristian Kersting 76 28 0 19 Sep 2022
Fairness on Synthetic Visual and Thermal Mask Images K. Lai V. Shmerko Svetlana Yanushkevich 33 1 0 19 Sep 2022
Enhanced Fairness Testing via Generating Effective Initial Individual Discriminatory Instances Minghua Ma Zhao Tian Max Hort Federica Sarro Hongyu Zhang Qingwei Lin Dongmei Zhang 25 5 0 17 Sep 2022
Detecting Political Biases of Named Entities and Hashtags on Twitter Zhiping Xiao Jeffrey Zhu Yining Wang Pei Zhou Wen Hong Lam M. A. Porter Yizhou Sun 41 18 0 16 Sep 2022
Survey on Fairness Notions and Related Tensions Guilherme Alves Fabien Bernier Miguel Couceiro K. Makhlouf C. Palamidessi Sami Zhioua FaML 46 25 0 16 Sep 2022
RMExplorer: A Visual Analytics Approach to Explore the Performance and the Fairness of Disease Risk Models on Population Subgroups Bum Chul Kwon U. Kartoun S. Khurshid Mikhail Yurochkin Subha Maity Deanna G. Brockman A. Khera P. Ellinor S. Lubitz Kenney Ng 30 11 0 14 Sep 2022
Adversarial Inter-Group Link Injection Degrades the Fairness of Graph Neural Networks Hussain Hussain Meng Cao Sandipan Sikdar D. Helic Elisabeth Lex M. Strohmaier Roman Kern 29 14 0 13 Sep 2022
Investigating Bias with a Synthetic Data Generator: Empirical Evidence and Philosophical Interpretation Alessandro Castelnovo Riccardo Crupi Nicole Inverardi D. Regoli A. Cosentini SyDa 29 3 0 13 Sep 2022
Responsible AI Pattern Catalogue: A Collection of Best Practices for AI Governance and Engineering Qinghua Lu Liming Zhu Xiwei Xu Jon Whittle Didar Zowghi Aurelie Jacquet AI4TS 46 56 0 12 Sep 2022
MalDetConv: Automated Behaviour-based Malware Detection Framework Based on Natural Language Processing and Deep Learning Techniques Pascal Maniriho A. N. Mahmood M. Chowdhury 25 7 0 08 Sep 2022
Why So Toxic? Measuring and Triggering Toxic Behavior in Open-Domain Chatbots Waiman Si Michael Backes Jeremy Blackburn Emiliano De Cristofaro Gianluca Stringhini Savvas Zannettou Yang Zhang 41 58 0 07 Sep 2022
Multi-class Classifier based Failure Prediction with Artificial and Anonymous Training for Data Privacy D. Das Vikram Seshasai Vineet Bhat Pushkal Juneja Jyotsna L. Bapat Debabrata Das 14 0 0 06 Sep 2022
Cubic-Regularized Newton for Spectral Constrained Matrix Optimization and its Application to Fairness Casey Garner Gilad Lerman Shuzhong Zhang 27 0 0 02 Sep 2022
A Discussion of Discrimination and Fairness in Insurance Pricing M. Lindholm Ronald Richman A. Tsanakas M. Wüthrich FaML 17 8 0 02 Sep 2022
Exploiting Fairness to Enhance Sensitive Attributes Reconstruction Julien Ferry Ulrich Aïvodji Sébastien Gambs Marie-José Huguet Mohamed Siala AAML 42 14 0 02 Sep 2022
MIME: Minority Inclusion for Majority Group Enhancement of AI Performance Pradyumna Chari Yunhao Ba Shreeram S. Athreya A. Kadambi 32 3 0 01 Sep 2022
In conversation with Artificial Intelligence: aligning language models with human values Atoosa Kasirzadeh Iason Gabriel 29 98 0 01 Sep 2022
Fair mapping Sébastien Gambs Rosin Claude Ngueveu 42 0 0 01 Sep 2022
Negative Human Rights as a Basis for Long-term AI Safety and Regulation Ondrej Bajgar Jan Horenovsky FaML 24 9 0 31 Aug 2022
RAGUEL: Recourse-Aware Group Unfairness Elimination Aparajita Haldar Teddy Cunningham Hakan Ferhatosmanoglu FaML 40 3 0 30 Aug 2022
OOD-Probe: A Neural Interpretation of Out-of-Domain Generalization Zining Zhu Soroosh Shahtalebi Frank Rudzicz 32 4 0 25 Aug 2022
Sustaining Fairness via Incremental Learning Somnath Basu Roy Chowdhury Snigdha Chaturvedi FaML CLL 25 4 0 25 Aug 2022
Explaining Bias in Deep Face Recognition via Image Characteristics Andrea Atzori Gianni Fenu Mirko Marras FaML CVBM 38 11 0 23 Aug 2022
Evaluation of group fairness measures in student performance prediction problems Tai Le Quy Thi-Huyen Nguyen Gunnar Friege Eirini Ntoutsi 41 7 0 22 Aug 2022
FairDisCo: Fairer AI in Dermatology via Disentanglement Contrastive Learning Siyi Du Ben Hers Nourhan Bayasi Ghassan Hamarneh Rafeef Garbi 32 21 0 22 Aug 2022
Disentangled Representation with Causal Constraints for Counterfactual Fairness Ziqi Xu Jixue Liu Debo Cheng Jiuyong Li Lin Liu Ke Wang FaML OOD CML 50 7 0 19 Aug 2022
Visual Comparison of Language Model Adaptation Rita Sevastjanova E. Cakmak Shauli Ravfogel Ryan Cotterell Mennatallah El-Assady VLM 49 16 0 17 Aug 2022
Error Parity Fairness: Testing for Group Fairness in Regression Tasks Furkan Gursoy I. Kakadiaris 36 4 0 16 Aug 2022
Does lossy image compression affect racial bias within face recognition? Seyma Yucer Matt Poyser Noura Al Moubayed T. Breckon CVBM 42 4 0 16 Aug 2022
A Study of Demographic Bias in CNN-based Brain MR Segmentation Stefanos Ioannou Hana Chockler A. Hammers A. King 18 12 0 13 Aug 2022
Analyzing Fairness in Deepfake Detection With Massively Annotated Databases Ying Xu Philipp Terhörst Kiran Raja Marius Pedersen 46 11 0 11 Aug 2022
Trustworthy Recommender Systems Shoujin Wang Xiuzhen Zhang Yan Wang Huan Liu Francesco Ricci 45 51 0 10 Aug 2022
Bias Reducing Multitask Learning on Mental Health Prediction Khadija Zanna K. Sridhar Han Yu Akane Sano 24 20 0 07 Aug 2022
Customs Import Declaration Datasets Chae-Seong Jeong Sundong Kim Jaewoo Park Yeonsoo Choi 33 3 0 04 Aug 2022
Smoothing Entailment Graphs with Language Models Nick McKenna Tianyi Li Mark Johnson Mark Steedman 30 10 0 30 Jul 2022
Causal foundations of bias, disparity and fairness V. Traag L. Waltman CML 24 10 0 27 Jul 2022
Membership Inference Attacks via Adversarial Examples Hamid Jalalzai Elie Kadoche Rémi Leluc Vincent Plassier AAML FedML MIACV 55 7 0 27 Jul 2022
Robots Enact Malignant Stereotypes Andrew Hundt William Agnew V. Zeng Severin Kacianka Matthew C. Gombolay LM&Ro 35 42 0 23 Jul 2022
Toward Fairness in Speech Recognition: Discovery and mitigation of performance disparities Pranav Dheram Murugesan Ramakrishnan A. Raju I-Fan Chen Brian King Katherine L. Powell Melissa Saboowala Karan Shetty A. Stolcke 33 33 0 22 Jul 2022
Network Revenue Management with Demand Learning and Fair Resource-Consumption Balancing Xi Chen Jiameng Lyu Yining Wang Yuan Zhou 26 1 0 22 Jul 2022
Towards Fairness-Aware Multi-Objective Optimization Guo-Ding Yu Lianbo Ma W. Du WenLi Du Yaochu Jin FaML 37 7 0 22 Jul 2022
DataPerf: Benchmarks for Data-Centric AI Development Mark Mazumder Colby R. Banbury Xiaozhe Yao Bojan Karlavs W. G. Rojas ... Carole-Jean Wu Cody Coleman Andrew Y. Ng Peter Mattson Vijay Janapa Reddi VLM 48 101 0 20 Jul 2022
Measuring and signing fairness as performance under multiple stakeholder distributions David Lopez-Paz Diane Bouchacourt Levent Sagun Nicolas Usunier 29 7 0 20 Jul 2022
AI Fairness: from Principles to Practice A. Bateni Matthew Chan Ray Eitel-Porter 6 4 0 20 Jul 2022