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Enhancing global model performance in federated learning with non-IID data using a data-free generative diffusion model

author
Najafi, Mohammadreza
Daneshtalab, Masoud
Lee, Jeong-A
Saadloonia, Ghazal
Shin, Seokjoo
statement of authorship
Mohammadreza Najafi, Masoud Daneshtalab, Jeong-A Le, Ghazal Saadloonia, Seokjoo Shin
source
publisher
journal volume number month
vol. 12
year of publication
pages
p. 148230-148239 : ill
url
ISSN
2169-3536
notes
Bibliogr.: 57 ref
Open Access
Open Access
scientific publication
teaduspublikatsioon
language
inglise
subject term
keyword
federated learning
non-identical and independent distributions (Non-IID)
diffusion model
knowledge distillation
Najafi, M., Daneshtalab, M., Lee, J.-A., Saadloonia, G., Shin, S. Enhancing global model performance in federated learning with non-IID data using a data-free generative diffusion model // IEEE Access (2024) vol. 12, p. 148230-148239 : ill. https://doi.org/10.1109/ACCESS.2024.3474056