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Disparate Impact in Differential Privacy from Gradient Misalignment

Disparate Impact in Differential Privacy from Gradient Misalignment

15 June 2022
Maria S. Esipova
Atiyeh Ashari Ghomi
Yaqiao Luo
Jesse C. Cresswell
ArXivPDFHTML

Papers citing "Disparate Impact in Differential Privacy from Gradient Misalignment"

4 / 4 papers shown
Title
Conformal Prediction Sets Can Cause Disparate Impact
Conformal Prediction Sets Can Cause Disparate Impact
Jesse C. Cresswell
Bhargava Kumar
Yi Sui
Mouloud Belbahri
FaML
84
1
0
17 Feb 2025
PFGuard: A Generative Framework with Privacy and Fairness Safeguards
PFGuard: A Generative Framework with Privacy and Fairness Safeguards
Soyeon Kim
Yuji Roh
Geon Heo
Steven Euijong Whang
33
0
0
03 Oct 2024
CaPC Learning: Confidential and Private Collaborative Learning
CaPC Learning: Confidential and Private Collaborative Learning
Christopher A. Choquette-Choo
Natalie Dullerud
Adam Dziedzic
Yunxiang Zhang
S. Jha
Nicolas Papernot
Xiao Wang
FedML
59
57
0
09 Feb 2021
A Survey on Bias and Fairness in Machine Learning
A Survey on Bias and Fairness in Machine Learning
Ninareh Mehrabi
Fred Morstatter
N. Saxena
Kristina Lerman
Aram Galstyan
SyDa
FaML
323
4,203
0
23 Aug 2019
1