A Survey on Bias and Fairness in Machine Learning

23 August 2019

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

50 / 1,618 papers shown

Title
Curated LLM: Synergy of LLMs and Data Curation for tabular augmentation in low-data regimes Nabeel Seedat Nicolas Huynh B. V. Breugel M. Schaar 37 26 0 19 Dec 2023
GroupMixNorm Layer for Learning Fair Models Anubha Pandey Aditi Rai Maneet Singh Deepak L. Bhatt Tanmoy Bhowmik 36 0 0 19 Dec 2023
Uncertainty-based Fairness Measures Selim Kuzucu Jiaee Cheong Hatice Gunes Sinan Kalkan UD PER 51 4 0 18 Dec 2023
Democratize with Care: The need for fairness specific features in user-interface based open source AutoML tools Sundaraparipurnan Narayanan 57 0 0 16 Dec 2023
How Far Can Fairness Constraints Help Recover From Biased Data? Mohit Sharma Amit Deshpande FaML 45 2 0 16 Dec 2023
FairSISA: Ensemble Post-Processing to Improve Fairness of Unlearning in LLMs S. Kadhe Anisa Halimi Ambrish Rawat Nathalie Baracaldo MU 27 7 0 12 Dec 2023
SoK: Unintended Interactions among Machine Learning Defenses and Risks Vasisht Duddu S. Szyller Nadarajah Asokan AAML 60 2 0 07 Dec 2023
On the Impact of Multi-dimensional Local Differential Privacy on Fairness K. Makhlouf Héber H. Arcolezi Sami Zhioua G. B. Brahim C. Palamidessi 62 6 0 07 Dec 2023
Transferable Candidate Proposal with Bounded Uncertainty Kyeongryeol Go Kye-Hyeon Kim 36 0 0 07 Dec 2023
Learn to Unlearn for Deep Neural Networks: Minimizing Unlearning Interference with Gradient Projection Tuan Hoang Santu Rana Sunil R. Gupta Svetha Venkatesh BDL MU 39 21 0 07 Dec 2023
Multi-Group Fairness Evaluation via Conditional Value-at-Risk Testing Lucas Monteiro Paes A. Suresh Alex Beutel Flavio du Pin Calmon Ahmad Beirami 43 3 0 06 Dec 2023
FRAPPE: A Group Fairness Framework for Post-Processing Everything Alexandru Tifrea Preethi Lahoti Ben Packer Yoni Halpern Ahmad Beirami Flavien Prost 59 6 0 05 Dec 2023
Generative AI in Writing Research Papers: A New Type of Algorithmic Bias and Uncertainty in Scholarly Work Rishab Jain Aditya Jain 34 8 0 04 Dec 2023
Explainable AI is Responsible AI: How Explainability Creates Trustworthy and Socially Responsible Artificial Intelligence Stephanie B. Baker Wei Xiang XAI 49 6 0 04 Dec 2023
Tackling Bias in Pre-trained Language Models: Current Trends and Under-represented Societies Vithya Yogarajan Gillian Dobbie Te Taka Keegan R. Neuwirth ALM 65 12 0 03 Dec 2023
Explaining Knock-on Effects of Bias Mitigation Svetoslav Nizhnichenkov Rahul Nair Elizabeth M. Daly Brian Mac Namee 25 0 0 01 Dec 2023
Interpretable Knowledge Tracing via Response Influence-based Counterfactual Reasoning Jiajun Cui Minghe Yu Bo Jiang Aimin Zhou Jianyong Wang Wei Zhang 47 4 0 01 Dec 2023
The Devil is in the Data: Learning Fair Graph Neural Networks via Partial Knowledge Distillation Yuchang Zhu Jintang Li Liang Chen Zibin Zheng 46 9 0 29 Nov 2023
Survey on AI Ethics: A Socio-technical Perspective Dave Mbiazi Meghana Bhange Maryam Babaei Ivaxi Sheth Patrik Kenfack 45 4 0 28 Nov 2023
Foundational Moral Values for AI Alignment Betty Hou Brian Patrick Green 44 0 0 28 Nov 2023
Automated discovery of trade-off between utility, privacy and fairness in machine learning models Bogdan Ficiu Neil D. Lawrence Andrei Paleyes 46 1 0 27 Nov 2023
Code Search Debiasing:Improve Search Results beyond Overall Ranking Performance Sheng Zhang Hui Li Yanlin Wang Zhao Wei Yong Xiu Juhong Wang Rongong Ji 34 2 0 25 Nov 2023
An Empirical Investigation into Benchmarking Model Multiplicity for Trustworthy Machine Learning: A Case Study on Image Classification Prakhar Ganesh 58 5 0 24 Nov 2023
Extending Variability-Aware Model Selection with Bias Detection in Machine Learning Projects Cristina Tavares Nathalia Nascimento Paulo S. C. Alencar Donald D. Cowan 39 1 0 23 Nov 2023
Fast and Interpretable Mortality Risk Scores for Critical Care Patients Chloe Qinyu Zhu Muhang Tian Lesia Semenova Jiachang Liu Jack Xu Joseph Scarpa Cynthia Rudin 36 3 0 21 Nov 2023
Continuous Management of Machine Learning-Based Application Behavior M. Anisetti C. Ardagna Nicola Bena Ernesto Damiani Paolo G. Panero KELM 24 0 0 21 Nov 2023
Trustworthy AI: Deciding What to Decide Caesar Wu Yuan-Fang Li Jian Li Jingjing Xu Pascal Bouvry 49 3 0 21 Nov 2023
Benchmarking bias: Expanding clinical AI model card to incorporate bias reporting of social and non-social factors C. A. M. Heming Mohamed Abdalla Shahram Mohanna Monish Ahluwalia Linglin Zhang ... MinJae Woo Benjamin A. Fine J. Gichoya Leo Anthony Celi Laleh Seyyed-Kalantari CML 41 2 0 21 Nov 2023
Designing Long-term Group Fair Policies in Dynamical Systems Miriam Rateike Isabel Valera Patrick Forré 58 4 0 21 Nov 2023
Certification of Distributional Individual Fairness Matthew Wicker Vihari Piratla Adrian Weller 32 1 0 20 Nov 2023
Capturing Perspectives of Crowdsourced Annotators in Subjective Learning Tasks Negar Mokhberian Myrl G. Marmarelis F. R. Hopp Valerio Basile Fred Morstatter Kristina Lerman 54 12 0 16 Nov 2023
Gen-Z: Generative Zero-Shot Text Classification with Contextualized Label Descriptions Sachin Kumar Chan Young Park Yulia Tsvetkov VLM 42 2 0 13 Nov 2023
Fairness Hacking: The Malicious Practice of Shrouding Unfairness in Algorithms Kristof Meding Thilo Hagendorff 43 7 0 12 Nov 2023
Search-Based Fairness Testing: An Overview Hussaini Mamman S. Basri A. Balogun A. A. Imam Ganesh M. Kumar L. F. Capretz 47 1 0 10 Nov 2023
Keystroke Verification Challenge (KVC): Biometric and Fairness Benchmark Evaluation Giuseppe Stragapede R. Vera-Rodríguez Ruben Tolosana Aythami Morales Naser Damer Julian Fierrez J. Ortega-Garcia 62 7 0 10 Nov 2023
Determination of toxic comments and unintended model bias minimization using Deep learning approach Md Azim Khan 17 0 0 08 Nov 2023
Inclusive Portraits: Race-Aware Human-in-the-Loop Technology Claudia Flores-Saviaga Christopher Curtis Saiph Savage 54 2 0 06 Nov 2023
FinA: Fairness of Adverse Effects in Decision-Making of Human-Cyber-Physical-System Tian Zhao Salma Elmalaki 42 1 0 06 Nov 2023
An AI-Guided Data Centric Strategy to Detect and Mitigate Biases in Healthcare Datasets F. Gulamali Ashwin S. Sawant L. Liharska C. R. Horowitz L. Chan ... E. Mensah Alexander W. Charney D. Reich J. Hu Girish N. Nadkarni 24 1 0 06 Nov 2023
Procedural Fairness Through Decoupling Objectionable Data Generating Components Zeyu Tang Jialu Wang Yang Liu Peter Spirtes Kun Zhang 35 2 0 05 Nov 2023
LLMs grasp morality in concept Mark Pock Andre Ye Jared Moore FaML 53 2 0 04 Nov 2023
Equal Opportunity of Coverage in Fair Regression Fangxin Wang Lu Cheng Ruocheng Guo Kay Liu Philip S. Yu 38 16 0 03 Nov 2023
An Introduction to Natural Language Processing Techniques and Framework for Clinical Implementation in Radiation Oncology Reza Khanmohammadi Mohammad Mahdi Ghassemi Kyle Verdecchia A. Ghanem Luo Bing ... H. Bagher-Ebadian Farzan Siddiqui Mohamed Elshaikh B. Movsas Kundan Thind LM&MA 46 2 0 03 Nov 2023
Data-Centric Long-Tailed Image Recognition Yanbiao Ma Licheng Jiao Fang Liu Shuyuan Yang Xu Liu Puhua Chen 78 1 0 03 Nov 2023
Better Fair than Sorry: Adversarial Missing Data Imputation for Fair GNNs Debolina Halder Lina Arlei Silva 54 0 0 02 Nov 2023
FAIRLABEL: Correcting Bias in Labels Srinivasan H. Sengamedu Hien Pham 39 0 0 01 Nov 2023
Balancing Act: Constraining Disparate Impact in Sparse Models Meraj Hashemizadeh Juan Ramirez Rohan Sukumaran G. Farnadi Simon Lacoste-Julien Jose Gallego-Posada 38 5 0 31 Oct 2023
Unmasking Bias in AI: A Systematic Review of Bias Detection and Mitigation Strategies in Electronic Health Record-based Models Feng Chen Liqin Wang Julie Hong Jiaqi Jiang Li Zhou 58 17 0 30 Oct 2023
Responsible AI (RAI) Games and Ensembles Yash Gupta Runtian Zhai A. Suggala Pradeep Ravikumar 43 0 0 28 Oct 2023
WCLD: Curated Large Dataset of Criminal Cases from Wisconsin Circuit Courts Elliott Ash Naman Goel Nianyun Li Claudia Marangon Peiyao Sun 40 2 0 28 Oct 2023