Title
Preserving Fairness in AI under Domain ShiftJournal of Artificial Intelligence Research (JAIR), 2023 Serban Stan Mohammad Rostami 145 6 0 29 Jan 2023
Aleatoric and Epistemic Discrimination: Fundamental Limits of Fairness InterventionsNeural Information Processing Systems (NeurIPS), 2023 Hao Wang Luxi He Rui Gao Flavio du Pin Calmon 251 21 0 27 Jan 2023
Against Algorithmic Exploitation of Human Vulnerabilities Inga Strümke Marija Slavkovik Clemens Stachl 134 2 0 12 Jan 2023
Introduction to Machine Learning for Physicians: A Survival Guide for Data Deluge Ricards Marcinkevics Ece Ozkan Julia E. Vogt OOD LM&MA FedML 134 2 0 23 Dec 2022
Consistent Range Approximation for Fair Predictive ModelingProceedings of the VLDB Endowment (PVLDB), 2022 Jiongli Zhu Sainyam Galhotra Nazanin Sabri Babak Salimi 237 13 0 21 Dec 2022
Provable Fairness for Neural Network Models using Formal Verification Giorgian Borca-Tasciuc Xingzhi Guo Stanley Bak Steven Skiena 186 7 0 16 Dec 2022
Towards Understanding Fairness and its Composition in Ensemble Machine LearningInternational Conference on Software Engineering (ICSE), 2022 Usman Gohar Sumon Biswas Hridesh Rajan FaML FedML 191 31 0 08 Dec 2022
Can Ensembling Pre-processing Algorithms Lead to Better Machine Learning Fairness? Khaled Badran Pierre-Olivier Coté Amanda Kolopanis Rached Bouchoucha Antonio Collante D. Costa Emad Shihab Foutse Khomh FaML FedML 88 0 0 05 Dec 2022
Certifying Fairness of Probabilistic CircuitsAAAI Conference on Artificial Intelligence (AAAI), 2022 Nikil Selvam Karen Ullrich YooJung Choi FaML TPM 162 6 0 05 Dec 2022
Subgroup Robustness Grows On Trees: An Empirical Baseline InvestigationNeural Information Processing Systems (NeurIPS), 2022 Josh Gardner Zoran Popovic Ludwig Schmidt OOD 265 25 0 23 Nov 2022
Fairness and bias correction in machine learning for depression prediction: results from four study populations Vien Ngoc Dang Anna Cascarano Rosa H. Mulder Charlotte A M Cecil Maria A. Zuluaga Jerónimo Hernández-González Karim Lekadir 92 1 0 10 Nov 2022
Improving Fairness in Image Classification via Sketching Ruichen Yao Ziteng Cui Xiaoxiao Li Lin Gu 210 18 0 31 Oct 2022
Simultaneous Improvement of ML Model Fairness and Performance by Identifying Bias in Data B. Chaudhari Akash Agarwal Tanmoy Bhowmik 113 3 0 24 Oct 2022
FairGen: Fair Synthetic Data Generation B. Chaudhari Himanshu Choudhary Aakash Agarwal Kamna Meena Tanmoy Bhowmik 149 4 0 24 Oct 2022
VerifyML: Obliviously Checking Model Fairness Resilient to Malicious Model HolderIEEE Transactions on Dependable and Secure Computing (TDSC), 2022 Guowen Xu Xingshuo Han Gelei Deng Tianwei Zhang Shengmin Xu Jianting Ning Anjia Yang Hongwei Li 141 4 0 16 Oct 2022
Navigating Ensemble Configurations for Algorithmic Fairness Michael Feffer Martin Hirzel Samuel C. Hoffman Kiran Kate Parikshit Ram Avraham Shinnar FedML FaML 115 1 0 11 Oct 2022
fAux: Testing Individual Fairness via Gradient Alignment Giuseppe Castiglione Ga Wu C. Srinivasa Simon J. D. Prince 132 4 0 10 Oct 2022
FEAMOE: Fair, Explainable and Adaptive Mixture of ExpertsInternational Joint Conference on Artificial Intelligence (IJCAI), 2022 Sanjay Kariyappa Jette Henderson Joydeep Ghosh FedML MoE 131 5 0 10 Oct 2022
Equitable Marketplace Mechanism DesignInternational Conference on AI in Finance (ICAF), 2022 Kshama Dwarakanath Svitlana Vyetrenko T. Balch 174 1 0 22 Sep 2022
Fairness ReprogrammingNeural Information Processing Systems (NeurIPS), 2022 Guanhua Zhang Yihua Zhang Yang Zhang Wenqi Fan Qing Li Sijia Liu Shiyu Chang AAML 615 42 0 21 Sep 2022
Mitigating Representation Bias in Action Recognition: Algorithms and Benchmarks Haodong Duan Yue Zhao Kai-xiang Chen Yu Xiong Dahua Lin 88 8 0 20 Sep 2022
FairGBM: Gradient Boosting with Fairness ConstraintsInternational Conference on Learning Representations (ICLR), 2022 André F. Cruz Catarina Belém Sérgio Jesus Joao Bravo Pedro Saleiro P. Bizarro 317 28 0 16 Sep 2022
iFlipper: Label Flipping for Individual Fairness Hantian Zhang Ki Hyun Tae Jaeyoung Park Xu Chu Steven Euijong Whang 225 12 0 15 Sep 2022
CAT: Controllable Attribute Translation for Fair Facial Attribute Classification Jiazhi Li Wael AbdAlmageed CVBM 200 10 0 14 Sep 2022
RMExplorer: A Visual Analytics Approach to Explore the Performance and the Fairness of Disease Risk Models on Population SubgroupsVisual .. (VISUAL), 2022 Bum Chul Kwon U. Kartoun S. Khurshid Mikhail Yurochkin Subha Maity Deanna G. Brockman A. Khera P. Ellinor S. Lubitz Kenney Ng 144 12 0 14 Sep 2022
Fairness in Forecasting of Observations of Linear Dynamical SystemsJournal of Artificial Intelligence Research (JAIR), 2022 Quan Zhou Jakub Mareˇcek Robert Shorten AI4TS 368 6 0 12 Sep 2022
FAT Forensics: A Python Toolbox for Implementing and Deploying Fairness, Accountability and Transparency Algorithms in Predictive SystemsJournal of Open Source Software (JOSS), 2020 Kacper Sokol Alexander Hepburn Rafael Poyiadzi M. Clifford Raúl Santos-Rodríguez Peter A. Flach 161 31 0 08 Sep 2022
Closed-Loop View of the Regulation of AI: Equal Impact across Repeated Interactions Quan-Gen Zhou Ramen Ghosh Robert Shorten Jakub Mareˇcek 277 4 0 03 Sep 2022
Exploiting Fairness to Enhance Sensitive Attributes Reconstruction Julien Ferry Ulrich Aïvodji Sébastien Gambs Marie-José Huguet Mohamed Siala AAML 147 16 0 02 Sep 2022
Fair mapping Sébastien Gambs Rosin Claude Ngueveu 194 0 0 01 Sep 2022
Pushing the limits of fairness impossibility: Who's the fairest of them all?Neural Information Processing Systems (NeurIPS), 2022 Brian Hsu Rahul Mazumder Preetam Nandy Kinjal Basu 100 13 0 24 Aug 2022
Modelling the long-term fairness dynamics of data-driven targeted help on job seekersScientific Reports (Sci Rep), 2022 S. Scher Simone Kopeinik A. Trugler Dominik Kowald 268 10 0 17 Aug 2022
Ex-Ante Assessment of Discrimination in Dataset Jonathan Vasquez Verdugo Xavier Gitiaux Huzefa Rangwala 154 0 0 16 Aug 2022
D-BIAS: A Causality-Based Human-in-the-Loop System for Tackling Algorithmic BiasIEEE Transactions on Visualization and Computer Graphics (TVCG), 2022 Bhavya Ghai Klaus Mueller 164 50 0 10 Aug 2022
Debiasing Deep Chest X-Ray Classifiers using Intra- and Post-processing MethodsMachine Learning in Health Care (MLHC), 2022 Ricards Marcinkevics Ece Ozkan Julia E. Vogt 133 22 0 26 Jul 2022
Representational Ethical Model Calibrationnpj Digital Medicine (NDM), 2022 R. Carruthers Isabel Straw James K. Ruffle Dan Herron Amy Nelson D. Bzdok D. Fernández-Reyes Geraint Rees P. Nachev 216 8 0 25 Jul 2022
More Data Can Lead Us Astray: Active Data Acquisition in the Presence of Label Bias Yunyi Li Maria De-Arteaga M. Saar-Tsechansky FaML 225 3 0 15 Jul 2022
Bias Mitigation for Machine Learning Classifiers: A Comprehensive SurveyACM Journal on Responsible Computing (JRC), 2022 Max Hort Zhenpeng Chen Jie M. Zhang Mark Harman Federica Sarro FaML AI4CE 333 235 0 14 Jul 2022
Towards A Holistic View of Bias in Machine Learning: Bridging Algorithmic Fairness and Imbalanced LearningDiscover Data (DD), 2022 Damien Dablain Bartosz Krawczyk Nitesh Chawla FaML 157 30 0 13 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 289 3 0 11 Jul 2022
A Validity Perspective on Evaluating the Justified Use of Data-driven Decision-making Algorithms Amanda Coston Anna Kawakami Haiyi Zhu Kenneth Holstein Hoda Heidari 173 46 0 30 Jun 2022
Visual Auditor: Interactive Visualization for Detection and Summarization of Model BiasesVisual .. (VISUAL), 2022 David Munechika Zijie J. Wang Jack Reidy Josh Rubin Krishna Gade K. Kenthapadi Duen Horng Chau MLAU 149 22 0 25 Jun 2022
Input-agnostic Certified Group Fairness via Gaussian Parameter SmoothingInternational Conference on Machine Learning (ICML), 2022 Jiayin Jin Zeru Zhang Yang Zhou Lingfei Wu 184 15 0 22 Jun 2022
The Right Tool for the Job: Open-Source Auditing Tools in Machine Learning Cherie Poland SyDa 95 5 0 20 Jun 2022
Beyond Adult and COMPAS: Fairness in Multi-Class Prediction Wael Alghamdi Hsiang Hsu Haewon Jeong Hao Wang P. Michalák S. Asoodeh Flavio du Pin Calmon FaML 191 20 0 15 Jun 2022
Towards Responsible AI: A Design Space Exploration of Human-Centered Artificial Intelligence User Interfaces to Investigate FairnessInternational journal of human computer interactions (IJHCI), 2022 Yuri Nakao Lorenzo Strappelli Simone Stumpf A. Naseer D. Regoli Giulia Del Gamba 120 36 0 01 Jun 2022
How Biased are Your Features?: Computing Fairness Influence Functions with Global Sensitivity AnalysisConference on Fairness, Accountability and Transparency (FAccT), 2022 Bishwamittra Ghosh D. Basu Kuldeep S. Meel FaML 228 14 0 01 Jun 2022
To the Fairness Frontier and Beyond: Identifying, Quantifying, and Optimizing the Fairness-Accuracy Pareto Frontier Camille Olivia Little Michael Weylandt Genevera I. Allen 175 18 0 31 May 2022
Fool SHAP with Stealthily Biased Sampling Gabriel Laberge Ulrich Aïvodji Satoshi Hara M. Marchand Foutse Khomh MLAU AAML FAtt 132 5 0 30 May 2022
Debiasing Neural Retrieval via In-batch Balancing Regularization Yuantong Li Xiaokai Wei Zijian Wang Shen Wang Parminder Bhatia Xiaofei Ma Andrew O. Arnold 78 4 0 18 May 2022