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An Attack on InstaHide: Is Private Learning Possible with Instance Encoding?

Nov 10, 2020
Nicholas Carlini, Samuel Deng, Sanjam Garg, Somesh Jha, Saeed Mahloujifar, Mohammad Mahmoody, Shuang Song, Abhradeep Thakurta, Florian Tramer

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Ensuring Fairness Beyond the Training Data

Jul 12, 2020
Debmalya Mandal, Samuel Deng, Suman Jana, Jeannette M. Wing, Daniel Hsu

* 18 pages, 3 figures 

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Methodological Blind Spots in Machine Learning Fairness: Lessons from the Philosophy of Science and Computer Science

Oct 31, 2019
Samuel Deng, Achille Varzi

* Accepted for submission in: Workshop on Human-Centric Machine Learning at the 33rd Conference on Neural Information ProcessingSystems (NeurIPS 2019), Vancouver, Canada 

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