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Characterizing Fairness Over the Set of Good Models Under Selective Labels

Jan 13, 2021
Amanda Coston, Ashesh Rambachan, Alexandra Chouldechova


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Neural Topic Models with Survival Supervision: Jointly Predicting Time-to-Event Outcomes and Learning How Clinical Features Relate

Jul 15, 2020
Linhong Li, Ren Zuo, Amanda Coston, Jeremy C. Weiss, George H. Chen

* International Conference on Artificial Intelligence in Medicine (AIME 2020) 

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Counterfactual Predictions under Runtime Confounding

Jun 30, 2020
Amanda Coston, Edward H. Kennedy, Alexandra Chouldechova


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Conditional Learning of Fair Representations

Oct 16, 2019
Han Zhao, Amanda Coston, Tameem Adel, Geoffrey J. Gordon


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Counterfactual Risk Assessments, Evaluation, and Fairness

Aug 30, 2019
Amanda Coston, Alexandra Chouldechova, Edward H. Kennedy


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Proceedings of NeurIPS 2018 Workshop on Machine Learning for the Developing World: Achieving Sustainable Impact

Dec 21, 2018
Maria De-Arteaga, Amanda Coston, William Herlands

* 17 papers in the proceedings. 11 additional papers were presented at the workshop but not included in the proceedings 

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