Fairness Transferability Subject to Bounded Distribution Shift

Fairness Transferability Subject to Bounded Distribution Shift

31 May 2022

Yang Liu

Papers citing "Fairness Transferability Subject to Bounded Distribution Shift"

6 / 6 papers shown

Title
Improving Fair Training under Correlation Shifts Yuji Roh Kangwook Lee Steven Euijong Whang Changho Suh 40 17 0 05 Feb 2023
A Survey on Preserving Fairness Guarantees in Changing Environments Ainhize Barrainkua Paula Gordaliza Jose A. Lozano Novi Quadrianto FaML 37 3 0 14 Nov 2022
Transferring Fairness under Distribution Shifts via Fair Consistency Regularization Bang An Zora Che Mucong Ding Furong Huang 29 31 0 26 Jun 2022
Certifying Some Distributional Fairness with Subpopulation Decomposition Mintong Kang Linyi Li Maurice Weber Yang Liu Ce Zhang Yue Liu OOD 65 15 0 31 May 2022
Fair prediction with disparate impact: A study of bias in recidivism prediction instruments Alexandra Chouldechova FaML 207 2,093 0 24 Oct 2016
Domain Adaptation: Learning Bounds and Algorithms Yishay Mansour M. Mohri Afshin Rostamizadeh 179 793 0 19 Feb 2009