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Social Biases in NLP Models as Barriers for Persons with Disabilities

May 02, 2020
Ben Hutchinson, Vinodkumar Prabhakaran, Emily Denton, Kellie Webster, Yu Zhong, Stephen Denuyl

* ACL 2020 
* ACL 2020 short paper. 5 pages 

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Diversity and Inclusion Metrics in Subset Selection

Feb 09, 2020
Margaret Mitchell, Dylan Baker, Nyalleng Moorosi, Emily Denton, Ben Hutchinson, Alex Hanna, Timnit Gebru, Jamie Morgenstern

* AIES 2020: Proceedings of the AAAI/ACM Conference on AI, Ethics, and Society 

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Advances and Open Problems in Federated Learning

Dec 10, 2019
Peter Kairouz, H. Brendan McMahan, Brendan Avent, Aurélien Bellet, Mehdi Bennis, Arjun Nitin Bhagoji, Keith Bonawitz, Zachary Charles, Graham Cormode, Rachel Cummings, Rafael G. L. D'Oliveira, Salim El Rouayheb, David Evans, Josh Gardner, Zachary Garrett, Adrià Gascón, Badih Ghazi, Phillip B. Gibbons, Marco Gruteser, Zaid Harchaoui, Chaoyang He, Lie He, Zhouyuan Huo, Ben Hutchinson, Justin Hsu, Martin Jaggi, Tara Javidi, Gauri Joshi, Mikhail Khodak, Jakub Konečný, Aleksandra Korolova, Farinaz Koushanfar, Sanmi Koyejo, Tancrède Lepoint, Yang Liu, Prateek Mittal, Mehryar Mohri, Richard Nock, Ayfer Özgür, Rasmus Pagh, Mariana Raykova, Hang Qi, Daniel Ramage, Ramesh Raskar, Dawn Song, Weikang Song, Sebastian U. Stich, Ziteng Sun, Ananda Theertha Suresh, Florian Tramèr, Praneeth Vepakomma, Jianyu Wang, Li Xiong, Zheng Xu, Qiang Yang, Felix X. Yu, Han Yu, Sen Zhao


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Perturbation Sensitivity Analysis to Detect Unintended Model Biases

Oct 09, 2019
Vinodkumar Prabhakaran, Ben Hutchinson, Margaret Mitchell

* EMNLP 2019 Short Paper 

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Detecting Bias with Generative Counterfactual Face Attribute Augmentation

Jun 18, 2019
Emily Denton, Ben Hutchinson, Margaret Mitchell, Timnit Gebru

* Presented at CVPR 2019 Workshop on Fairness Accountability Transparency and Ethics in Computer Vision 

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50 Years of Test (Un)fairness: Lessons for Machine Learning

Dec 03, 2018
Ben Hutchinson, Margaret Mitchell

* FAT* '19: Conference on Fairness, Accountability, and Transparency (FAT* '19), January 29--31, 2019, Atlanta, GA, USA 

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