Search: id:"swepub:oai:research.chalmers.se:658b2c5d-084e-46ae-ae26-3fcd4ac30080" >
Privacy-Preserving ...
Privacy-Preserving Wireless Federated Learning Exploiting Inherent Hardware Impairments
-
- Rezaei Aghdam, Sina, 1989 (author)
- Chalmers tekniska högskola,Chalmers University of Technology
-
- Amid, Ehsan (author)
- Google Inc.
-
- Furdek Prekratic, Marija, 1985 (author)
- Chalmers tekniska högskola,Chalmers University of Technology
-
show more...
-
- Graell I Amat, Alexandre, 1976 (author)
- Chalmers tekniska högskola,Chalmers University of Technology
-
show less...
-
Chalmers tekniska högskola Google Inc (creator_code:org_t)
- ISBN 9781665417792
- 2021
- 2021
- English.
-
In: IEEE International Workshop on Computer Aided Modeling and Design of Communication Links and Networks, CAMAD. - 2378-4873. - 9781665417792
- Related links:
-
https://research.cha... (primary) (free)
-
show more...
-
https://research.cha...
-
https://doi.org/10.1...
-
show less...
Abstract
Subject headings
Close
- We consider a wireless federated learning system where multiple data holder edge devices collaborate to train a global model via sharing their parameter updates with an honest-but-curious parameter server. We demonstrate that the inherent hardware-induced distortion perturbing the model updates of the edge devices can be exploited as a privacy-preserving mechanism. In particular, we model the distortion as power-dependent additive Gaussian noise and present a power allocation strategy that provides privacy guarantees within the framework of differential privacy. We conduct numerical experiments to evaluate the performance of the proposed power allocation scheme under different levels of hardware impairments.
Subject headings
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datorteknik (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Engineering (hsv//eng)
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik -- Telekommunikation (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering -- Telecommunications (hsv//eng)
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik -- Annan elektroteknik och elektronik (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering -- Other Electrical Engineering, Electronic Engineering, Information Engineering (hsv//eng)
Publication and Content Type
- kon (subject category)
- ref (subject category)
Find in a library
To the university's database