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Adaptive and efficient federated distillation with selective homomorphic encryption for edge AI

author
Rahbari, Dadmehr
Daneshtalab, Masoud
Jenihhin, Maksim
statement of authorship
Dadmehr Rahbari, Masoud Daneshtalab, Maksim Jenihhin
source
Expert Systems with Applications
publisher
Elsevier
journal volume number month
vol. 307
year of publication
2026
pages
art. 131002
url
https://doi.org/10.1016/j.eswa.2025.131002
subject term
tehisõpe
krüptograafia
energiatõhusus
turvalisus
tehisintellekt
andmekaitse
keyword
Federated learning
Homomorphic encryption
Knowledge distillation
Membership inference attack
Energy efficiency
Security analysis
ISSN
0957-4174
scientific publication
teaduspublikatsioon
classifier
1.1
TalTech department
Department of Computer Systems
language
English
Rahbari, D., Daneshtalab, M., Jenihhin, M. Adaptive and efficient federated distillation with selective homomorphic encryption for edge AI // Expert Systems with Applications (2026) vol. 307, art. 131002. https://doi.org/10.1016/j.eswa.2025.131002