MO2.R3.1

Group Fairness with Uncertain Sensitive Attributes

Abhin Shah, Maohao Shen, Jongha Ryu, MIT, United States; Subhro Das, Prasanna Sattigeri, IBM Research, United States; Yuheng Bu, University of Florida, United States; Gregory Wornell, MIT, United States
Session:
Fairness
Track:
16: Fairness
Location:
Ypsilon IV-V-VI
Presentation Time:
Mon, 8 Jul, 11:50 - 12:10
Session Chair:
Flavio Calmon, Harvard Univeristy
Presentation
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Discussion
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Session MO2.R3
MO2.R3.1: Group Fairness with Uncertain Sensitive Attributes
Abhin Shah, Maohao Shen, Jongha Ryu, MIT, United States; Subhro Das, Prasanna Sattigeri, IBM Research, United States; Yuheng Bu, University of Florida, United States; Gregory Wornell, MIT, United States
MO2.R3.2: A Unified View of Group Fairness Tradeoffs Using Partial Information Decomposition
Faisal Hamman, Sanghamitra Dutta, University of Maryland-College Park, United States
MO2.R3.3: Intrinsic Fairness-Accuracy Tradeoffs under Equalized Odds
Meiyu Zhong, Ravi Tandon, University of Arizona, United States
Resources
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