Title
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 326 4,223 0 23 Aug 2019
Paired-Consistency: An Example-Based Model-Agnostic Approach to Fairness Regularization in Machine Learning Yair Horesh N. Haas Elhanan Mishraky Yehezkel S. Resheff Shir Meir Lador FaML 14 7 0 07 Aug 2019
The What-If Tool: Interactive Probing of Machine Learning Models James Wexler Mahima Pushkarna Tolga Bolukbasi Martin Wattenberg F. Viégas Jimbo Wilson VLM 43 484 0 09 Jul 2019
Training individually fair ML models with Sensitive Subspace Robustness Mikhail Yurochkin Amanda Bower Yuekai Sun FaML OOD 19 119 0 28 Jun 2019
FlipTest: Fairness Testing via Optimal Transport Emily Black Samuel Yeom Matt Fredrikson 10 93 0 21 Jun 2019
Adversarial training approach for local data debiasing Ulrich Aïvodji F. Bidet Sébastien Gambs Rosin Claude Ngueveu Alain Tapp 11 7 0 19 Jun 2019
Balanced Ranking with Diversity Constraints Ke Yang Vasilis Gkatzelis Julia Stoyanovich 14 69 0 04 Jun 2019
Optimized Score Transformation for Consistent Fair Classification Dennis L. Wei K. Ramamurthy Flavio du Pin Calmon 18 15 0 31 May 2019
Fairness and Missing Values Fernando Martínez-Plumed Cesar Ferri David Nieves José Hernández-Orallo 16 28 0 29 May 2019
Software Engineering for Fairness: A Case Study with Hyperparameter Optimization Joymallya Chakraborty Tianpei Xia F. M. Fahid Tim Menzies FaML 22 40 0 14 May 2019
Assuring the Machine Learning Lifecycle: Desiderata, Methods, and Challenges Rob Ashmore R. Calinescu Colin Paterson AI4TS 24 116 0 10 May 2019
Estimating Kullback-Leibler Divergence Using Kernel Machines Kartik Ahuja 15 11 0 02 May 2019
Data Cleaning for Accurate, Fair, and Robust Models: A Big Data - AI Integration Approach Ki Hyun Tae Yuji Roh Young H. Oh Hyunsub Kim Steven Euijong Whang 11 71 0 22 Apr 2019
Fairness for Robust Log Loss Classification Ashkan Rezaei Rizal Fathony Omid Memarrast Brian D. Ziebart FaML 23 8 0 10 Mar 2019
Stable and Fair Classification Lingxiao Huang Nisheeth K. Vishnoi FaML 24 71 0 21 Feb 2019
Fairwashing: the risk of rationalization Ulrich Aïvodji Hiromi Arai O. Fortineau Sébastien Gambs Satoshi Hara Alain Tapp FaML 19 142 0 28 Jan 2019
Faking Fairness via Stealthily Biased Sampling Kazuto Fukuchi Satoshi Hara Takanori Maehara MLAU 11 16 0 24 Jan 2019
Bias Mitigation Post-processing for Individual and Group Fairness P. Lohia K. Ramamurthy M. Bhide Diptikalyan Saha Kush R. Varshney Ruchir Puri FaML 11 155 0 14 Dec 2018
AI Fairness for People with Disabilities: Point of View Shari Trewin 9 74 0 26 Nov 2018
Aequitas: A Bias and Fairness Audit Toolkit Pedro Saleiro Benedict Kuester Loren Hinkson J. London Abby Stevens Ari Anisfeld Kit T. Rodolfa Rayid Ghani 29 319 0 14 Nov 2018