A Survey on Bias and Fairness in Machine Learning

23 August 2019

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

50 / 1,613 papers shown

Title
PosePipe: Open-Source Human Pose Estimation Pipeline for Clinical Research R. J. Cotton 3DH 19 15 0 16 Mar 2022
Measuring Fairness of Text Classifiers via Prediction Sensitivity Satyapriya Krishna Rahul Gupta Apurv Verma Jwala Dhamala Yada Pruksachatkun Kai-Wei Chang 16 6 0 16 Mar 2022
Adversarial Learned Fair Representations using Dampening and Stacking M. Knobbout FaML 8 1 0 16 Mar 2022
A Deep Dive into Dataset Imbalance and Bias in Face Identification Valeriia Cherepanova Steven Reich Samuel Dooley Hossein Souri Micah Goldblum Tom Goldstein 13 9 0 15 Mar 2022
The Ghost in the Machine has an American accent: value conflict in GPT-3 Rebecca Lynn Johnson Giada Pistilli Natalia Menédez-González Leslye Denisse Dias Duran Enrico Panai Julija Kalpokienė D. Bertulfo 30 83 0 15 Mar 2022
Distraction is All You Need for Fairness Mehdi Yazdani-Jahromi Amirarsalan Rajabi Ali Khodabandeh Yalabadi Aida Tayebi O. Garibay 13 2 0 15 Mar 2022
FairLex: A Multilingual Benchmark for Evaluating Fairness in Legal Text Processing Ilias Chalkidis Tommaso Pasini Shenmin Zhang Letizia Tomada Sebastian Felix Schwemer Anders Søgaard AILaw 40 54 0 14 Mar 2022
Fairness Evaluation in Deepfake Detection Models using Metamorphic Testing Muxin Pu Meng Yi Kuan Nyee Thoang Lim Chun Yong Chong Mei Kuan Lim 36 18 0 14 Mar 2022
Reprogramming FairGANs with Variational Auto-Encoders: A New Transfer Learning Model Beatrice Nobile G. Santin Bruno Lepri P. Brutti SyDa 16 1 0 11 Mar 2022
Evaluating Proposed Fairness Models for Face Recognition Algorithms John J. Howard Eli J. Laird Yevgeniy B. Sirotin Rebecca E. Rubin Jerry L. Tipton A. Vemury CVBM 19 22 0 09 Mar 2022
Data Representativity for Machine Learning and AI Systems Line H. Clemmensen R. Kjærsgaard 28 19 0 09 Mar 2022
Towards a Roadmap on Software Engineering for Responsible AI Qinghua Lu Liming Zhu Xiwei Xu Jon Whittle Zhenchang Xing 31 53 0 09 Mar 2022
Responsible-AI-by-Design: a Pattern Collection for Designing Responsible AI Systems Qinghua Lu Liming Zhu Xiwei Xu Jon Whittle AI4TS 19 19 0 02 Mar 2022
System Cards for AI-Based Decision-Making for Public Policy Furkan Gursoy I. Kakadiaris MLAU 29 14 0 01 Mar 2022
Explainability for identification of vulnerable groups in machine learning models Inga Strümke Marija Slavkovik FaML 33 3 0 01 Mar 2022
The Unfairness of Active Users and Popularity Bias in Point-of-Interest Recommendation Hossein A. Rahmani Yashar Deldjoo Ali Tourani Mohammadmehdi Naghiaei FaML 32 22 0 27 Feb 2022
Testing Granger Non-Causality in Panels with Cross-Sectional Dependencies Lenon Minorics Ali Caner Türkmen D. Kernert Patrick Bloebaum Laurent Callot Dominik Janzing 16 1 0 23 Feb 2022
Improving fairness in speaker verification via Group-adapted Fusion Network Hua Shen Yuguang Yang G. Sun Ryan Langman Eunjung Han J. Droppo A. Stolcke 30 15 0 23 Feb 2022
The Larger The Fairer? Small Neural Networks Can Achieve Fairness for Edge Devices Yi Sheng Junhuan Yang Yawen Wu Kevin Mao Yiyu Shi Jingtong Hu Weiwen Jiang Lei Yang 70 28 0 23 Feb 2022
Learning Neural Networks under Input-Output Specifications Z. Abdeen He Yin V. Kekatos Ming Jin 21 8 0 23 Feb 2022
Speciesist bias in AI -- How AI applications perpetuate discrimination and unfair outcomes against animals Thilo Hagendorff L. Bossert Yip Fai Tse P. Singer FaML 28 40 0 22 Feb 2022
Investigations of Performance and Bias in Human-AI Teamwork in Hiring Andi Peng Besmira Nushi Emre Kıcıman K. Inkpen Ece Kamar 16 29 0 21 Feb 2022
On Learning and Enforcing Latent Assessment Models using Binary Feedback from Human Auditors Regarding Black-Box Classifiers Mukund Telukunta Venkata Sriram Siddhardh Nadendla MLAU FaML 20 0 0 16 Feb 2022
Bias and unfairness in machine learning models: a systematic literature review T. P. Pagano R. B. Loureiro F. V. N. Lisboa G. O. R. Cruz R. M. Peixoto ... Maira M. Araujo Marco A. S. Cruz Ewerton L. S. Oliveira Ingrid Winkler E. G. S. Nascimento FaML 36 21 0 16 Feb 2022
No One Left Behind: Inclusive Federated Learning over Heterogeneous Devices Ruixuan Liu Fangzhao Wu Chuhan Wu Yanlin Wang Lingjuan Lyu Hong Chen Xing Xie FedML 19 70 0 16 Feb 2022
Trustworthy Anomaly Detection: A Survey Shuhan Yuan Xintao Wu FaML 18 8 0 15 Feb 2022
Predicting on the Edge: Identifying Where a Larger Model Does Better Taman Narayan Heinrich Jiang Sen Zhao Surinder Kumar 31 7 0 15 Feb 2022
IF-City: Intelligible Fair City Planning to Measure, Explain and Mitigate Inequality Yan Lyu Hangxin Lu Min Kyung Lee G. Schmitt Brian Y. Lim 31 9 0 15 Feb 2022
REPID: Regional Effect Plots with implicit Interaction Detection J. Herbinger Bernd Bischl Giuseppe Casalicchio FAtt 21 15 0 15 Feb 2022
Designing Closed Human-in-the-loop Deferral Pipelines Vijay Keswani Matthew Lease K. Kenthapadi OffRL 16 10 0 09 Feb 2022
Regulatory Instruments for Fair Personalized Pricing Renzhe Xu Xingxuan Zhang Pengbi Cui Yangqiu Song Zheyan Shen Jiazheng Xu 11 15 0 09 Feb 2022
FMP: Toward Fair Graph Message Passing against Topology Bias Zhimeng Jiang Xiaotian Han Chao Fan Zirui Liu Na Zou Ali Mostafavi Xia Hu 24 48 0 08 Feb 2022
Generative multitask learning mitigates target-causing confounding Taro Makino Krzysztof J. Geras Kyunghyun Cho OOD 27 6 0 08 Feb 2022
Optimal Transport of Classifiers to Fairness Maarten Buyl T. D. Bie FaML 13 10 0 08 Feb 2022
SLIDE: a surrogate fairness constraint to ensure fairness consistency Kunwoong Kim Ilsang Ohn Sara Kim Yongdai Kim 35 4 0 07 Feb 2022
Fair Interpretable Representation Learning with Correction Vectors Mattia Cerrato A. Coronel Marius Köppel A. Segner Roberto Esposito Stefan Kramer FaML 14 5 0 07 Feb 2022
Distributionally Robust Fair Principal Components via Geodesic Descents Hieu Vu Toan M. Tran Man-Chung Yue Viet Anh Nguyen 27 14 0 07 Feb 2022
Jury Learning: Integrating Dissenting Voices into Machine Learning Models Mitchell L. Gordon Michelle S. Lam J. Park Kayur Patel Jeffrey T. Hancock Tatsunori Hashimoto Michael S. Bernstein 27 146 0 07 Feb 2022
Learning fair representation with a parametric integral probability metric Dongha Kim Kunwoong Kim Insung Kong Ilsang Ohn Yongdai Kim FaML 25 16 0 07 Feb 2022
Ethics, Rules of Engagement, and AI: Neural Narrative Mapping Using Large Transformer Language Models Philip G. Feldman Aaron Dant D. Rosenbluth AI4CE 14 1 0 05 Feb 2022
Dikaios: Privacy Auditing of Algorithmic Fairness via Attribute Inference Attacks Jan Aalmoes Vasisht Duddu A. Boutet 26 10 0 04 Feb 2022
Measuring Disparate Outcomes of Content Recommendation Algorithms with Distributional Inequality Metrics Tomo Lazovich Luca Belli Aaron Gonzales Amanda Bower U. Tantipongpipat K. Lum Ferenc Huszár Rumman Chowdhury 20 17 0 03 Feb 2022
Diagnosing failures of fairness transfer across distribution shift in real-world medical settings Jessica Schrouff Natalie Harris Oluwasanmi Koyejo Ibrahim M. Alabdulmohsin Eva Schnider ... Vivek Natarajan Alan Karthikesalingam Katherine A. Heller Silvia Chiappa Alexander DÁmour OOD 60 53 0 02 Feb 2022
Normalise for Fairness: A Simple Normalisation Technique for Fairness in Regression Machine Learning Problems Mostafa M. Mohamed Björn W. Schuller 19 5 0 02 Feb 2022
Achieving Fairness at No Utility Cost via Data Reweighing with Influence Peizhao Li Hongfu Liu TDI 39 47 0 01 Feb 2022
ColloSSL: Collaborative Self-Supervised Learning for Human Activity Recognition Yash Jain Chi Ian Tang Chulhong Min F. Kawsar Akhil Mathur SSL 26 53 0 01 Feb 2022
Learning Fair Representations via Rate-Distortion Maximization Somnath Basu Roy Chowdhury Snigdha Chaturvedi FaML 8 14 0 31 Jan 2022
Fair Wrapping for Black-box Predictions Alexander Soen Ibrahim M. Alabdulmohsin Sanmi Koyejo Yishay Mansour Nyalleng Moorosi Richard Nock Ke Sun Lexing Xie FaML 51 6 0 31 Jan 2022
Fair ranking: a critical review, challenges, and future directions Gourab K. Patro Lorenzo Porcaro Laura Mitchell Qiuyue Zhang Meike Zehlike Nikhil Garg 26 51 0 29 Jan 2022
A Systematic Study of Bias Amplification Melissa Hall Laurens van der Maaten Laura Gustafson Maxwell Jones Aaron B. Adcock 104 71 0 27 Jan 2022