Title
Accurate Fairness: Improving Individual Fairness without Trading AccuracyAAAI Conference on Artificial Intelligence (AAAI), 2022 Xuran Li Peng Wu Jing Su FaML 163 24 0 18 May 2022
De-biasing "bias" measurementConference on Fairness, Accountability and Transparency (FAccT), 2022 K. Lum Yunfeng Zhang Amanda Bower 192 32 0 11 May 2022
Bias and Fairness on Multimodal Emotion Detection Algorithms Matheus Schmitz Rehan Ahmed Jim Cao FaML 253 14 0 11 May 2022
Don't Throw it Away! The Utility of Unlabeled Data in Fair Decision MakingConference on Fairness, Accountability and Transparency (FAccT), 2022 Miriam Rateike Ayan Majumdar Olga Mineeva Krishna P. Gummadi Isabel Valera OffRL 264 13 0 10 May 2022
Towards Intersectionality in Machine Learning: Including More Identities, Handling Underrepresentation, and Performing EvaluationConference on Fairness, Accountability and Transparency (FAccT), 2022 Angelina Wang V. V. Ramaswamy Olga Russakovsky FaML 175 109 0 10 May 2022
A Survey on AI Sustainability: Emerging Trends on Learning Algorithms and Research Challenges Zhenghua Chen Ruibing Jin Alvin Chan Xiaoli Li Yew-Soon Ong 174 10 0 08 May 2022
fairlib: A Unified Framework for Assessing and Improving Classification Fairness Xudong Han Aili Shen Yitong Li Lea Frermann Timothy Baldwin Trevor Cohn VLM FaML 156 12 0 04 May 2022
A Survey on Uncertainty Toolkits for Deep Learning Maximilian Pintz Joachim Sicking Maximilian Poretschkin Maram Akila ELM 261 7 0 02 May 2022
Fair Feature Subset Selection using Multiobjective Genetic Algorithm A. Rehman Anas Nadeem Muhammad Zubair Malik FaML 94 11 0 30 Apr 2022
Recommendations on test datasets for evaluating AI solutions in pathologyModern Pathology (Mod Pathol), 2022 A. Homeyer Christian Geißler L. O. Schwen Falk Zakrzewski Theodore Evans ... Tobias Lang P. Boor Heimo Muller P. Hufnagl N. Zerbe 221 51 0 21 Apr 2022
Epistemic Uncertainty-Weighted Loss for Visual Bias Mitigation Rebecca S Stone Nishant Ravikumar A. Bulpitt David C. Hogg 186 14 0 20 Apr 2022
Marrying Fairness and Explainability in Supervised LearningConference on Fairness, Accountability and Transparency (FAccT), 2022 Przemyslaw A. Grabowicz Nicholas Perello Aarshee Mishra FaML 250 52 0 06 Apr 2022
AUC Maximization in the Era of Big Data and AI: A SurveyACM Computing Surveys (ACM CSUR), 2022 Tianbao Yang Yiming Ying 427 257 0 28 Mar 2022
Downstream Fairness Caveats with Synthetic Healthcare Data Karan Bhanot Ioana Baldini Dennis L. Wei J. Zeng Kristin P. Bennett SyDa 142 2 0 09 Mar 2022
A Fair Pricing Model via Adversarial Learning Vincent Grari Arthur Charpentier Marcin Detyniecki 273 16 0 24 Feb 2022
Speciesist bias in AI -- How AI applications perpetuate discrimination and unfair outcomes against animalsAI and Ethics (AE), 2022 Thilo Hagendorff L. Bossert Yip Fai Tse P. Singer FaML 210 54 0 22 Feb 2022
Critical Checkpoints for Evaluating Defence Models Against Adversarial Attack and Robustness Kanak Tekwani Manojkumar Somabhai Parmar AAML ELM 85 0 0 18 Feb 2022
IF-City: Intelligible Fair City Planning to Measure, Explain and Mitigate InequalityIEEE Transactions on Visualization and Computer Graphics (TVCG), 2022 Yan Lyu Hangxin Lu Min Kyung Lee G. Schmitt Brian Y. Lim 130 20 0 15 Feb 2022
Counterfactual Multi-Token Fairness in Text Classification P. Lohia 153 3 0 08 Feb 2022
Cascaded Debiasing: Studying the Cumulative Effect of Multiple Fairness-Enhancing InterventionsInternational Conference on Information and Knowledge Management (CIKM), 2022 Bhavya Ghai Mihir A. Mishra Klaus Mueller 157 10 0 08 Feb 2022
An Empirical Study of Modular Bias Mitigators and Ensembles Michael Feffer Martin Hirzel Samuel C. Hoffman Kiran Kate Parikshit Ram Avraham Shinnar 114 8 0 01 Feb 2022
Fair Wrapping for Black-box PredictionsNeural Information Processing Systems (NeurIPS), 2022 Alexander Soen Ibrahim Alabdulmohsin Sanmi Koyejo Yishay Mansour Nyalleng Moorosi Richard Nock Ke Sun Lexing Xie FaML 295 8 0 31 Jan 2022
FairIF: Boosting Fairness in Deep Learning via Influence Functions with Validation Set Sensitive AttributesWeb Search and Data Mining (WSDM), 2022 Haonan Wang Ziwei Wu Jingrui He 165 17 0 15 Jan 2022
The Fairness Field Guide: Perspectives from Social and Formal Sciences Alycia N. Carey Xintao Wu FaML 137 7 0 13 Jan 2022
Fairness Score and Process Standardization: Framework for Fairness Certification in Artificial Intelligence SystemsAI and Ethics (AE), 2022 Avinash Agarwal Harshna Agarwal Nihaarika Agarwal 297 33 0 10 Jan 2022
NeuronFair: Interpretable White-Box Fairness Testing through Biased Neuron IdentificationInternational Conference on Software Engineering (ICSE), 2021 Haibin Zheng Zhiqing Chen Tianyu Du Xuhong Zhang Yao Cheng S. Ji Jingyi Wang Yue Yu Jinyin Chen 133 69 0 25 Dec 2021
Forward Composition Propagation for Explainable Neural ReasoningIEEE Computational Intelligence Magazine (IEEE CIM), 2021 Isel Grau Gonzalo Nápoles M. Bello Yamisleydi Salgueiro A. Jastrzębska 165 2 0 23 Dec 2021
Modeling Implicit Bias with Fuzzy Cognitive Maps Gonzalo Nápoles Isel Grau Leonardo Concepción Lisa Koutsoviti Koumeri João Paulo Papa 232 30 0 23 Dec 2021
AI Ethics Principles in Practice: Perspectives of Designers and Developers Conrad Sanderson David M. Douglas Qinghua Lu Emma Schleiger Jon Whittle J. Lacey G. Newnham S. Hajkowicz Cathy J. Robinson David Hansen FaML 367 67 0 14 Dec 2021
A Framework for Fairness: A Systematic Review of Existing Fair AI Solutions Brianna Richardson J. Gilbert FaML 159 48 0 10 Dec 2021
The Box Size Confidence Bias Harms Your Object Detector Johannes Gilg Torben Teepe Fabian Herzog Gerhard Rigoll ObjD 163 6 0 03 Dec 2021
Learning Fair Classifiers with Partially Annotated Group LabelsComputer Vision and Pattern Recognition (CVPR), 2021 Sangwon Jung Sanghyuk Chun Taesup Moon 254 50 0 29 Nov 2021
Fair-SSL: Building fair ML Software with less data Joymallya Chakraborty Suvodeep Majumder Huy Tu SyDa 209 8 0 03 Nov 2021
Deep AUC Maximization for Medical Image Classification: Challenges and Opportunities Tianbao Yang 236 6 0 01 Nov 2021
Profit equitably: An investigation of market maker's impact on equitable outcomesInternational Conference on AI in Finance (ICAF), 2021 Kshama Dwarakanath Svitlana Vyetrenko T. Balch 131 3 0 29 Oct 2021
UDIS: Unsupervised Discovery of Bias in Deep Visual Recognition ModelsBritish Machine Vision Conference (BMVC), 2021 Arvindkumar Krishnakumar Tong He Shengji Tang Judy Hoffman 133 34 0 29 Oct 2021
Selective Regression Under Fairness CriteriaInternational Conference on Machine Learning (ICML), 2021 Abhin Shah Yuheng Bu Joshua K. Lee Subhro Das Yikang Shen P. Sattigeri G. Wornell 273 31 0 28 Oct 2021
Feature and Label Embedding Spaces Matter in Addressing Image Classifier Bias William Thong Cees G. M. Snoek 146 16 0 27 Oct 2021
Fair Enough: Searching for Sufficient Measures of FairnessACM Transactions on Software Engineering and Methodology (TOSEM), 2021 Suvodeep Majumder Joymallya Chakraborty Gina R. Bai Kathryn T. Stolee Tim Menzies 181 37 0 25 Oct 2021
fairadapt: Causal Reasoning for Fair Data Pre-processing Drago Plečko Nicolas Bennett N. Meinshausen FaML 79 16 0 19 Oct 2021
Developing a novel fair-loan-predictor through a multi-sensitive debiasing pipeline: DualFair Ashutosh Kumar Singh Jashandeep Singh Ariba Khan Amar Gupta FaML 113 4 0 17 Oct 2021
Systematic Inequalities in Language Technology Performance across the World's Languages Damián E. Blasi Antonios Anastasopoulos Graham Neubig 313 157 0 13 Oct 2021
The Rich Get Richer: Disparate Impact of Semi-Supervised LearningInternational Conference on Learning Representations (ICLR), 2021 Zhaowei Zhu Tianyi Luo Yang Liu 529 42 0 12 Oct 2021
Trustworthy AI: From Principles to Practices Yue Liu Peng Qi Bo Liu Shuai Di Jingen Liu Jiquan Pei Jinfeng Yi Bowen Zhou 467 513 0 04 Oct 2021
FairMask: Better Fairness via Model-based Rebalancing of Protected Attributes Kewen Peng Joymallya Chakraborty Tim Menzies FaML 246 38 0 03 Oct 2021
An Empirical Study of Accuracy, Fairness, Explainability, Distributional Robustness, and Adversarial Robustness Moninder Singh Gevorg Ghalachyan Kush R. Varshney R. Bryant 100 10 0 29 Sep 2021
Understanding Relations Between Perception of Fairness and Trust in Algorithmic Decision Making Jianlong Zhou Sunny Verma Mudit Mittal Fang Chen FaML 91 17 0 29 Sep 2021
Equality of opportunity in travel behavior prediction with deep neural networks and discrete choice modelsTransportation Research Part C: Emerging Technologies (TRC), 2021 Yunhan Zheng Shenhao Wang Jinhuan Zhao HAI 142 37 0 25 Sep 2021
On the Fairness of Swarm Learning in Skin Lesion Classification Dian Fan Yifan Wu Xiaoxiao Li 152 21 0 24 Sep 2021
Fairness without Imputation: A Decision Tree Approach for Fair Prediction with Missing Values Haewon Jeong Hao Wang Flavio du Pin Calmon FaML 202 45 0 21 Sep 2021