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Balancing Privacy Protection and Interpretability in Federated Learning

Balancing Privacy Protection and Interpretability in Federated Learning

16 February 2023
Zhe Li
Honglong Chen
Zhichen Ni
Huajie Shao
    FedML
ArXivPDFHTML

Papers citing "Balancing Privacy Protection and Interpretability in Federated Learning"

7 / 7 papers shown
Title
Interplay between Federated Learning and Explainable Artificial Intelligence: a Scoping Review
Interplay between Federated Learning and Explainable Artificial Intelligence: a Scoping Review
Luis M. Lopez-Ramos
Florian Leiser
Aditya Rastogi
Steven Hicks
Inga Strümke
V. Madai
Tobias Budig
Ali Sunyaev
A. Hilbert
30
1
0
07 Nov 2024
A Survey of Privacy-Preserving Model Explanations: Privacy Risks,
  Attacks, and Countermeasures
A Survey of Privacy-Preserving Model Explanations: Privacy Risks, Attacks, and Countermeasures
Thanh Tam Nguyen
T. T. Huynh
Zhao Ren
Thanh Toan Nguyen
Phi Le Nguyen
Hongzhi Yin
Quoc Viet Hung Nguyen
68
8
0
31 Mar 2024
SoK: Taming the Triangle -- On the Interplays between Fairness,
  Interpretability and Privacy in Machine Learning
SoK: Taming the Triangle -- On the Interplays between Fairness, Interpretability and Privacy in Machine Learning
Julien Ferry
Ulrich Aïvodji
Sébastien Gambs
Marie-José Huguet
Mohamed Siala
FaML
26
5
0
22 Dec 2023
The Landscape of Modern Machine Learning: A Review of Machine,
  Distributed and Federated Learning
The Landscape of Modern Machine Learning: A Review of Machine, Distributed and Federated Learning
Omer Subasi
Oceane Bel
Joseph Manzano
Kevin J. Barker
FedML
OOD
PINN
25
2
0
05 Dec 2023
Privacy-Preserving Algorithmic Recourse
Privacy-Preserving Algorithmic Recourse
Sikha Pentyala
Shubham Sharma
Sanjay Kariyappa
Freddy Lecue
Daniele Magazzeni
34
5
0
23 Nov 2023
Multimodal Federated Learning in Healthcare: a Review
Multimodal Federated Learning in Healthcare: a Review
Jacob Thrasher
Alina Devkota
Prasiddha Siwakotai
Rohit Chivukula
Pranav Poudel
Chaunbo Hu
Binod Bhattarai
P. Gyawali
30
7
0
14 Oct 2023
The Future of Digital Health with Federated Learning
The Future of Digital Health with Federated Learning
Nicola Rieke
Jonny Hancox
Wenqi Li
Fausto Milletari
H. Roth
...
Ronald M. Summers
Andrew Trask
Daguang Xu
Maximilian Baust
M. Jorge Cardoso
OOD
174
1,707
0
18 Mar 2020
1