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Candice Schumann

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Generalized People Diversity: Learning a Human Perception-Aligned Diversity Representation for People Images

Jan 25, 2024
Hansa Srinivasan, Candice Schumann, Aradhana Sinha, David Madras, Gbolahan Oluwafemi Olanubi, Alex Beutel, Susanna Ricco, Jilin Chen

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Consensus and Subjectivity of Skin Tone Annotation for ML Fairness

May 16, 2023
Candice Schumann, Gbolahan O. Olanubi, Auriel Wright, Ellis Monk Jr., Courtney Heldreth, Susanna Ricco

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A Step Toward More Inclusive People Annotations for Fairness

May 05, 2021
Candice Schumann, Susanna Ricco, Utsav Prabhu, Vittorio Ferrari, Caroline Pantofaru

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Human Comprehension of Fairness in Machine Learning

Dec 17, 2019
Debjani Saha, Candice Schumann, Duncan C. McElfresh, John P. Dickerson, Michelle L. Mazurek, Michael Carl Tschantz

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Group Fairness in Bandit Arm Selection

Dec 09, 2019
Candice Schumann, Zhi Lang, Nicholas Mattei, John P. Dickerson

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Transfer of Machine Learning Fairness across Domains

Jun 26, 2019
Candice Schumann, Xuezhi Wang, Alex Beutel, Jilin Chen, Hai Qian, Ed H. Chi

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Making the Cut: A Bandit-based Approach to Tiered Interviewing

Jun 23, 2019
Candice Schumann, Zhi Lang, Jeffrey S. Foster, John P. Dickerson

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The Diverse Cohort Selection Problem

Aug 26, 2018
Candice Schumann, Samsara N. Counts, Jeffrey S. Foster, John P. Dickerson

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