Counterfactual Fairness

20 March 2017

Papers citing "Counterfactual Fairness"

50 / 823 papers shown

Title
FAIREDU: A Multiple Regression-Based Method for Enhancing Fairness in Machine Learning Models for Educational Applications Nga Pham Minh Kha Do Tran Vu Dai Pham Ngoc Hung Anh Nguyen-Duc 31 0 0 08 Oct 2024
Rethinking Fair Representation Learning for Performance-Sensitive Tasks Charles Jones Fabio De Sousa Ribeiro Mélanie Roschewitz Daniel Coelho De Castro Ben Glocker FaML OOD CML 148 1 0 05 Oct 2024
Counterfactual Token Generation in Large Language Models Ivi Chatzi N. C. Benz Eleni Straitouri Stratis Tsirtsis Manuel Gomez Rodriguez LRM 44 3 0 25 Sep 2024
A Unified Causal Framework for Auditing Recommender Systems for Ethical Concerns Vibhhu Sharma Shantanu Gupta Nil-Jana Akpinar Zachary C. Lipton Liu Leqi CML MLAU 32 0 0 20 Sep 2024
Perceptions of the Fairness Impacts of Multiplicity in Machine Learning Anna P. Meyer Yea-Seul Kim Aws Albarghouthi Loris DÁntoni FaML 37 1 0 18 Sep 2024
A Data Envelopment Analysis Approach for Assessing Fairness in Resource Allocation: Application to Kidney Exchange Programs Ali Kaazempur-Mofrad Xiaowu Dai 40 0 0 18 Sep 2024
Promoting Fairness in Link Prediction with Graph Enhancement Yezi Liu Hanning Chen Mohsen Imani 38 1 0 13 Sep 2024
Debiasing Text Safety Classifiers through a Fairness-Aware Ensemble Olivia Sturman Aparna Joshi Bhaktipriya Radharapu Piyush Kumar Renee Shelby 37 1 0 05 Sep 2024
FairQuant: Certifying and Quantifying Fairness of Deep Neural Networks Brian Hyeongseok Kim Jingbo Wang Chao Wang 33 1 0 05 Sep 2024
Oh the Prices You'll See: Designing a Fair Exchange System to Mitigate Personalized Pricing Aditya Karan Naina Balepur Hari Sundaram 15 0 0 04 Sep 2024
Counterfactual Fairness by Combining Factual and Counterfactual Predictions Zeyu Zhou Tianci Liu Ruqi Bai Jing Gao Murat Kocaoglu David I. Inouye 51 2 0 03 Sep 2024
Fair Best Arm Identification with Fixed Confidence Alessio Russo Filippo Vannella 29 0 0 30 Aug 2024
Ensuring Equitable Financial Decisions: Leveraging Counterfactual Fairness and Deep Learning for Bias Saish Shinde FaML 18 0 0 27 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 55 5 0 22 Aug 2024
Aligning (Medical) LLMs for (Counterfactual) Fairness Raphael Poulain Hamed Fayyaz Rahmatollah Beheshti 37 3 0 22 Aug 2024
Local Causal Discovery with Background Knowledge Qingyuan Zheng Yue Liu Yangbo He CML 29 1 0 15 Aug 2024
ShieldGemma: Generative AI Content Moderation Based on Gemma Wenjun Zeng Yuchi Liu Ryan Mullins Ludovic Peran Joe Fernandez ... Drew Proud Piyush Kumar Bhaktipriya Radharapu Olivia Sturman O. Wahltinez AI4MH 44 38 0 31 Jul 2024
Fairness Definitions in Language Models Explained Thang Viet Doan Zhibo Chu Zichong Wang Wenbin Zhang ALM 63 10 0 26 Jul 2024
Interpretable Concept-Based Memory Reasoning David Debot Pietro Barbiero Francesco Giannini Gabriele Ciravegna Michelangelo Diligenti Giuseppe Marra LRM 36 7 0 22 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 41 0 0 16 Jul 2024
Operationalizing the Blueprint for an AI Bill of Rights: Recommendations for Practitioners, Researchers, and Policy Makers Alex Oesterling Usha Bhalla Suresh Venkatasubramanian Himabindu Lakkaraju 56 1 0 11 Jul 2024
FairPFN: Transformers Can do Counterfactual Fairness Jake Robertson Noah Hollmann Noor H. Awad Frank Hutter 44 4 0 08 Jul 2024
New User Event Prediction Through the Lens of Causal Inference H. Yuchi Shixiang Zhu Li Dong Yigit M. Arisoy Matthew C. Spencer 48 0 0 08 Jul 2024
A Survey on Natural Language Counterfactual Generation Yongjie Wang Xiaoqi Qiu Yu Yue Xu Guo Zhiwei Zeng Yuhong Feng Zhiqi Shen 42 6 0 04 Jul 2024
FairJob: A Real-World Dataset for Fairness in Online Systems Mariia Vladimirova Federico Pavone Eustache Diemert 49 1 0 03 Jul 2024
NLPGuard: A Framework for Mitigating the Use of Protected Attributes by NLP Classifiers Salvatore Greco Ke Zhou L. Capra Tania Cerquitelli Daniele Quercia 38 2 0 01 Jul 2024
FairLay-ML: Intuitive Debugging of Fairness in Data-Driven Social-Critical Software Normen Yu Luciana Carreon Gang Tan Saeid Tizpaz-Niari 39 2 0 01 Jul 2024
MalAlgoQA: A Pedagogical Approach for Evaluating Counterfactual Reasoning Abilities Naiming Liu Shashank Sonkar Myco Le Richard Baraniuk LRM 29 3 0 01 Jul 2024
OxonFair: A Flexible Toolkit for Algorithmic Fairness Eoin Delaney Zihao Fu Sandra Wachter Brent Mittelstadt Chris Russell FaML 63 3 0 30 Jun 2024
$GenderBias-\emph{VL}: Benchmarking Gender Bias in Vision Language Models via Counterfactual Probing$ GenderBias-\emph{VL}: Benchmarking Gender Bias in Vision Language Models via Counterfactual Probing Yisong Xiao Aishan Liu QianJia Cheng Zhenfei Yin Siyuan Liang Jiapeng Li Jing Shao Xianglong Liu Dacheng Tao 66 4 0 30 Jun 2024
Evaluating AI Group Fairness: a Fuzzy Logic Perspective Emmanouil Krasanakis Symeon Papadopoulos 28 0 0 27 Jun 2024
Unbiasing on the Fly: Explanation-Guided Human Oversight of Machine Learning System Decisions Hussaini Mamman S. Basri A. Balogun Abubakar Abdullahi Imam Ganesh M. Kumar L. F. Capretz FaML 45 0 0 25 Jun 2024
Teleporter Theory: A General and Simple Approach for Modeling Cross-World Counterfactual Causality Jiangmeng Li Bin Qin Qirui Ji Yi Li Jingyao Wang Jianwen Cao Fanjiang Xu 54 0 0 17 Jun 2024
JobFair: A Framework for Benchmarking Gender Hiring Bias in Large Language Models Ze Wang Zekun Wu Xin Guan Michael Thaler Adriano Soares Koshiyama Skylar Lu Sachin Beepath Ediz Ertekin Jr. Maria Perez-Ortiz 39 5 0 17 Jun 2024
Long-Term Fairness Inquiries and Pursuits in Machine Learning: A Survey of Notions, Methods, and Challenges Usman Gohar Zeyu Tang Jialu Wang Kun Zhang Peter Spirtes Yang Liu Lu Cheng FaML 71 3 0 10 Jun 2024
Towards Standardizing AI Bias Exploration Emmanouil Krasanakis Symeon Papadopoulos 38 3 0 29 May 2024
Fairness-Accuracy Trade-Offs: A Causal Perspective Drago Plečko Elias Bareinboim 37 2 0 24 May 2024
Perceptual Fairness in Image Restoration Guy Ohayon Michael Elad T. Michaeli SupR 49 1 0 22 May 2024
Can AI Relate: Testing Large Language Model Response for Mental Health Support Saadia Gabriel Isha Puri Xuhai Xu Matteo Malgaroli Marzyeh Ghassemi LM&MA AI4MH 35 11 0 20 May 2024
$The Unfairness of $\varepsilon$-Fairness$ The Unfairness of $\varepsilon$ -Fairness T. Fadina Thorsten Schmidt 36 0 0 15 May 2024
Does Machine Bring in Extra Bias in Learning? Approximating Fairness in Models Promptly Yijun Bian Yujie Luo FaML 35 1 0 15 May 2024
Intrinsic Fairness-Accuracy Tradeoffs under Equalized Odds Meiyu Zhong Ravi Tandon FaML 43 3 0 12 May 2024
Lost in Transcription: Identifying and Quantifying the Accuracy Biases of Automatic Speech Recognition Systems Against Disfluent Speech Dena F. Mujtaba Nihar R. Mahapatra Megan Arney J Scott Yaruss Hope Gerlach-Houck Caryn Herring Jia Bin 40 1 0 10 May 2024
SIDEs: Separating Idealization from Deceptive Explanations in xAI Emily Sullivan 51 2 0 25 Apr 2024
Enforcing Conditional Independence for Fair Representation Learning and Causal Image Generation Jensen Hwa Qingyu Zhao Aditya Lahiri Adnan Masood Babak Salimi Ehsan Adeli OOD CML 35 2 0 21 Apr 2024
Utilizing Adversarial Examples for Bias Mitigation and Accuracy Enhancement Pushkar Shukla Dhruv Srikanth Lee Cohen Matthew A. Turk AAML 42 0 0 18 Apr 2024
What Hides behind Unfairness? Exploring Dynamics Fairness in Reinforcement Learning Zhihong Deng Jing Jiang Guodong Long Chengqi Zhang 37 2 0 16 Apr 2024
AI Competitions and Benchmarks: Dataset Development Romain Egele Julio C. S. Jacques Junior Jan N. van Rijn Isabelle M Guyon Xavier Baró Albert Clapés Prasanna Balaprakash Sergio Escalera T. Moeslund Jun Wan 47 0 0 15 Apr 2024
Fair Graph Neural Network with Supervised Contrastive Regularization M. T. Kejani Fadi Dornaika Jean-Michel Loubes 41 0 0 09 Apr 2024
Auditing the Use of Language Models to Guide Hiring Decisions Johann D. Gaebler Sharad Goel Aziz Huq Prasanna Tambe MLAU 37 8 0 03 Apr 2024