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How unfair is private learning ?

How unfair is private learning ?

8 June 2022
Amartya Sanyal
Yaxian Hu
Fanny Yang
    FaML
    FedML
ArXivPDFHTML

Papers citing "How unfair is private learning ?"

6 / 6 papers shown
Title
Corrective Machine Unlearning
Corrective Machine Unlearning
Shashwat Goel
Ameya Prabhu
Philip H. S. Torr
Ponnurangam Kumaraguru
Amartya Sanyal
OnRL
33
14
0
21 Feb 2024
PILLAR: How to make semi-private learning more effective
PILLAR: How to make semi-private learning more effective
Francesco Pinto
Yaxian Hu
Fanny Yang
Amartya Sanyal
25
11
0
06 Jun 2023
On the Fairness Impacts of Private Ensembles Models
On the Fairness Impacts of Private Ensembles Models
Cuong Tran
Ferdinando Fioretto
31
4
0
19 May 2023
Towards Adversarial Evaluations for Inexact Machine Unlearning
Towards Adversarial Evaluations for Inexact Machine Unlearning
Shashwat Goel
Ameya Prabhu
Amartya Sanyal
Ser-Nam Lim
Philip H. S. Torr
Ponnurangam Kumaraguru
AAML
ELM
MU
22
45
0
17 Jan 2022
Opacus: User-Friendly Differential Privacy Library in PyTorch
Opacus: User-Friendly Differential Privacy Library in PyTorch
Ashkan Yousefpour
I. Shilov
Alexandre Sablayrolles
Davide Testuggine
Karthik Prasad
...
Sayan Gosh
Akash Bharadwaj
Jessica Zhao
Graham Cormode
Ilya Mironov
VLM
144
348
0
25 Sep 2021
Sample Complexity Bounds on Differentially Private Learning via
  Communication Complexity
Sample Complexity Bounds on Differentially Private Learning via Communication Complexity
Vitaly Feldman
David Xiao
164
71
0
25 Feb 2014
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