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
Mimetic Models: Ethical Implications of AI that Acts Like You Reid McIlroy-Young Jon M. Kleinberg S. Sen Solon Barocas Ashton Anderson 18 16 0 19 Jul 2022
When Fairness Meets Privacy: Fair Classification with Semi-Private Sensitive Attributes Canyu Chen Yueqing Liang Xiongxiao Xu Shangyu Xie A. Kundu Ali Payani Yuan Hong Kai Shu 24 6 0 18 Jul 2022
Data Representativeness in Accessibility Datasets: A Meta-Analysis Rie Kamikubo Lining Wang Crystal Marte Amnah Mahmood Hernisa Kacorri 38 18 0 16 Jul 2022
Reducing Geographic Disparities in Automatic Speech Recognition via Elastic Weight Consolidation V. Trinh Pegah Ghahremani Brian King J. Droppo A. Stolcke Roland Maas MoMe 19 5 0 16 Jul 2022
Adversarial Reweighting for Speaker Verification Fairness Minho Jin Chelsea J.-T. Ju Zeya Chen Yi-Chieh Liu J. Droppo A. Stolcke 24 4 0 15 Jul 2022
Modeling Quality and Machine Learning Pipelines through Extended Feature Models Giordano dÁloisio A. Marco Giovanni Stilo 23 7 0 15 Jul 2022
Bias Mitigation for Machine Learning Classifiers: A Comprehensive Survey Max Hort Zhenpeng Chen Jie M. Zhang Mark Harman Federica Sarro FaML AI4CE 38 162 0 14 Jul 2022
Understanding Unfairness in Fraud Detection through Model and Data Bias Interactions José P. Pombal André F. Cruz Joao Bravo Pedro Saleiro Mário A. T. Figueiredo P. Bizarro FaML 13 8 0 13 Jul 2022
RepFair-GAN: Mitigating Representation Bias in GANs Using Gradient Clipping Patrik Kenfack Kamil Sabbagh Adín Ramirez Rivera A. Khan 19 12 0 13 Jul 2022
Bottlenecks CLUB: Unifying Information-Theoretic Trade-offs Among Complexity, Leakage, and Utility Behrooz Razeghi Flavio du Pin Calmon Deniz Gunduz Slava Voloshynovskiy 29 15 0 11 Jul 2022
How Robust is your Fair Model? Exploring the Robustness of Diverse Fairness Strategies E. Small Wei Shao Zeliang Zhang Peihan Liu Jeffrey Chan Kacper Sokol Flora D. Salim 65 2 0 11 Jul 2022
Probing Classifiers are Unreliable for Concept Removal and Detection Abhinav Kumar Chenhao Tan Amit Sharma AAML 34 21 0 08 Jul 2022
An Approach to Ensure Fairness in News Articles Shaina Raza Deepak John Reji Dora D. Liu Syed Raza Bashir Usman Naseem FaML 26 1 0 08 Jul 2022
Fairness and Bias in Robot Learning Laura Londoño Juana Valeria Hurtado Nora Hertz P. Kellmeyer S. Voeneky Abhinav Valada FaML 23 9 0 07 Jul 2022
Enhancing Fairness of Visual Attribute Predictors Tobias Hanel Nishant Kumar D. Schlesinger Meng Li Erdem Unal Abouzar Eslami Stefan Gumhold 27 2 0 07 Jul 2022
A Comprehensive Empirical Study of Bias Mitigation Methods for Machine Learning Classifiers Zhenpeng Chen Jie M. Zhang Federica Sarro Mark Harman FaML 24 67 0 07 Jul 2022
Towards trustworthy Energy Disaggregation: A review of challenges, methods and perspectives for Non-Intrusive Load Monitoring Maria Kaselimi Eftychios E. Protopapadakis A. Voulodimos N. Doulamis Anastasios Doulamis 24 64 0 05 Jul 2022
Machine Learning in Access Control: A Taxonomy and Survey M. N. Nobi Maanak Gupta Lopamudra Praharaj Mahmoud Abdelsalam R. Krishnan Ravi Sandhu OOD 14 6 0 04 Jul 2022
Divert More Attention to Vision-Language Tracking Mingzhe Guo Zhipeng Zhang Heng Fan Li Jing 34 53 0 03 Jul 2022
UserLibri: A Dataset for ASR Personalization Using Only Text Theresa Breiner Swaroop Indra Ramaswamy Ehsan Variani Shefali Garg Rajiv Mathews K. Sim Kilol Gupta Mingqing Chen Lara McConnaughey 35 16 0 02 Jul 2022
A Theoretical Analysis of the Learning Dynamics under Class Imbalance Emanuele Francazi Marco Baity-Jesi Aurelien Lucchi 30 16 0 01 Jul 2022
The (de)biasing effect of GAN-based augmentation methods on skin lesion images Agnieszka Mikołajczyk Sylwia Majchrowska Sandra Carrasco Limeros MedIm 35 20 0 30 Jun 2022
esCorpius: A Massive Spanish Crawling Corpus Asier Gutiérrez-Fandiño David Pérez-Fernández Jordi Armengol-Estapé D. Griol Z. Callejas 51 2 0 30 Jun 2022
Personalized Detection of Cognitive Biases in Actions of Users from Their Logs: Anchoring and Recency Biases Atanu R. Sinha Navita Goyal Sunny Dhamnani Tanay Asija Raja K Dubey M. V. K. Raja Georgios Theocharous 24 2 0 30 Jun 2022
Fairness and Cost Constrained Privacy-Aware Record Linkage Nan Wu Dinusha Vatsalan Sunny Verma M. Kâafar 33 5 0 30 Jun 2022
Distilling Model Failures as Directions in Latent Space Saachi Jain Hannah Lawrence Ankur Moitra Aleksander Madry 23 90 0 29 Jun 2022
Fair Machine Learning in Healthcare: A Review Qizhang Feng Mengnan Du Na Zou Xia Hu FaML 38 0 0 29 Jun 2022
Prisoners of Their Own Devices: How Models Induce Data Bias in Performative Prediction José P. Pombal Pedro Saleiro Mário A. T. Figueiredo P. Bizarro 31 4 0 27 Jun 2022
Transferring Fairness under Distribution Shifts via Fair Consistency Regularization Bang An Zora Che Mucong Ding Furong Huang 24 31 0 26 Jun 2022
Visual Auditor: Interactive Visualization for Detection and Summarization of Model Biases David Munechika Zijie J. Wang Jack Reidy Josh Rubin Krishna Gade K. Kenthapadi Duen Horng Chau MLAU 31 18 0 25 Jun 2022
"You Can't Fix What You Can't Measure": Privately Measuring Demographic Performance Disparities in Federated Learning Marc Juárez Aleksandra Korolova FedML 32 9 0 24 Jun 2022
On Structural Explanation of Bias in Graph Neural Networks Yushun Dong Song Wang Yu-Chiang Frank Wang Tyler Derr Jundong Li 42 23 0 24 Jun 2022
Never trust, always verify : a roadmap for Trustworthy AI? L. Tidjon Foutse Khomh 46 15 0 23 Jun 2022
Context matters for fairness -- a case study on the effect of spatial distribution shifts Siamak Ghodsi Harith Alani Eirini Ntoutsi 30 2 0 23 Jun 2022
Input-agnostic Certified Group Fairness via Gaussian Parameter Smoothing Jiayin Jin Zeru Zhang Yang Zhou Lingfei Wu 30 13 0 22 Jun 2022
FairGrad: Fairness Aware Gradient Descent Gaurav Maheshwari Michaël Perrot FaML 44 11 0 22 Jun 2022
The Right Tool for the Job: Open-Source Auditing Tools in Machine Learning Cherie Poland SyDa 35 5 0 20 Jun 2022
Stop ordering machine learning algorithms by their explainability! A user-centered investigation of performance and explainability L. Herm Kai Heinrich Jonas Wanner Christian Janiesch 19 84 0 20 Jun 2022
Towards Trustworthy Edge Intelligence: Insights from Voice-Activated Services W. Hutiri Aaron Yi Ding 30 4 0 20 Jun 2022
Explainability's Gain is Optimality's Loss? -- How Explanations Bias Decision-making Charley L. Wan Rodrigo Belo Leid Zejnilovic FAtt FaML 22 5 0 17 Jun 2022
Learning to Teach Fairness-aware Deep Multi-task Learning Arjun Roy Eirini Ntoutsi 33 7 0 16 Jun 2022
Characteristics of Harmful Text: Towards Rigorous Benchmarking of Language Models Maribeth Rauh John F. J. Mellor J. Uesato Po-Sen Huang Johannes Welbl ... Amelia Glaese G. Irving Iason Gabriel William S. Isaac Lisa Anne Hendricks 38 49 0 16 Jun 2022
Disparate Impact in Differential Privacy from Gradient Misalignment Maria S. Esipova Atiyeh Ashari Ghomi Yaqiao Luo Jesse C. Cresswell 29 25 0 15 Jun 2022
Multi-Objective Hyperparameter Optimization in Machine Learning -- An Overview Florian Karl Tobias Pielok Julia Moosbauer Florian Pfisterer Stefan Coors ... Jakob Richter Michel Lang Eduardo C. Garrido-Merchán Juergen Branke B. Bischl AI4CE 31 57 0 15 Jun 2022
Edge Security: Challenges and Issues Xin Jin Charalampos Katsis Fan Sang Jiahao Sun A. Kundu Ramana Rao Kompella 52 8 0 14 Jun 2022
It's Time for Artistic Correspondence in Music and Video Dídac Surís Carl Vondrick Bryan C. Russell Justin Salamon 23 37 0 14 Jun 2022
Prioritized Training on Points that are Learnable, Worth Learning, and Not Yet Learnt Sören Mindermann J. Brauner Muhammed Razzak Mrinank Sharma Andreas Kirsch ... Benedikt Höltgen Aidan Gomez Adrien Morisot Sebastian Farquhar Y. Gal 67 152 0 14 Jun 2022
Minorities in networks and algorithms F. Karimi Marcos Oliveira M. Strohmaier 13 6 0 14 Jun 2022
ABCinML: Anticipatory Bias Correction in Machine Learning Applications Abdulaziz A. Almuzaini C. Bhatt David M. Pennock V. Singh FaML 30 10 0 14 Jun 2022
A Machine Learning Model for Predicting, Diagnosing, and Mitigating Health Disparities in Hospital Readmission Shaina Raza 32 14 0 13 Jun 2022