Automatic Fairness Testing of Neural Classifiers through Adversarial
Sampling

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Automatic Fairness Testing of Neural Classifiers through Adversarial Sampling

17 July 2021

Jun Sun

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Papers citing "Automatic Fairness Testing of Neural Classifiers through Adversarial Sampling"

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Title
RobustFair: Adversarial Evaluation through Fairness Confusion Directed Gradient Search Xuran Li Peng Wu Kaixiang Dong Zhen Zhang Yanting Chen AAML 51 0 0 18 May 2023
FairRec: Fairness Testing for Deep Recommender Systems Hui Guo Jinfeng Li Jingyi Wang Xiangyu Liu Donghai Hong Zehong Hu Rong Zhang Hui Xue 57 8 0 14 Apr 2023
Adversarial Sampling for Fairness Testing in Deep Neural Network Tosin Ige William Marfo Justin Tonkinson Sikiru Adewale Bolanle Hafiz Matti OOD 46 9 0 06 Mar 2023
TESTSGD: Interpretable Testing of Neural Networks Against Subtle Group Discrimination Mengdi Zhang Jun Sun Jingyi Wang Bing-Jie Sun 62 15 0 24 Aug 2022
"Why Should I Trust You?": Explaining the Predictions of Any Classifier Marco Tulio Ribeiro Sameer Singh Carlos Guestrin FAtt FaML 1.2K 17,164 0 16 Feb 2016