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Individual Fairness Revisited: Transferring Techniques from Adversarial Robustness

Feb 24, 2020
Samuel Yeom, Matt Fredrikson

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Learning Fair Representations for Kernel Models

Jun 27, 2019
Zilong Tan, Samuel Yeom, Matt Fredrikson, Ameet Talwalkar

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FlipTest: Fairness Auditing via Optimal Transport

Jun 24, 2019
Emily Black, Samuel Yeom, Matt Fredrikson

* 11 pages, 4 figures 

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Hunting for Discriminatory Proxies in Linear Regression Models

Nov 02, 2018
Samuel Yeom, Anupam Datta, Matt Fredrikson

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Discriminative but Not Discriminatory: A Comparison of Fairness Definitions under Different Worldviews

Sep 06, 2018
Samuel Yeom, Michael Carl Tschantz

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Privacy Risk in Machine Learning: Analyzing the Connection to Overfitting

May 04, 2018
Samuel Yeom, Irene Giacomelli, Matt Fredrikson, Somesh Jha

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