H Gu, L Zhao, Z Han, G Zheng… - … Surveys & Tutorials, 2023 - ieeexplore.ieee.org
The cloud-edge-terminal collaborative network (CETCN) is considered as a novel paradigm for emerging applications owing to its huge potential in providing low-latency and ultra …
J Li, AS Rakin, X Chen, Z He, D Fan… - Proceedings of the …, 2022 - openaccess.thecvf.com
This work aims to tackle Model Inversion (MI) attack on Split Federated Learning (SFL). SFL is a recent distributed training scheme where multiple clients send intermediate activations …
As mobile devices are becoming ubiquitous, regularly interacting with a variety of user interfaces (UIs) is a common aspect of daily life for many people. To improve the …
J Fu, X Ma, BB Zhu, P Hu, R Zhao, Y Jia, P Xu, H Jin… - NDSS, 2023 - researchgate.net
Split learning is privacy-preserving distributed learning that has gained momentum recently. It also faces new security challenges. FSHA [37] is a serious threat to split learning. In FSHA …
Y Jiang, K Zhang, Y Qian, L Zhou - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Distributed learning is proposed as a promising technique to reduce heavy data transmissions in centralized machine learning. By allowing the participants training the …
Collaborative learning has gained great popularity due to its benefit of data privacy protection: participants can jointly train a Deep Learning model without sharing their training …
J Wang, Z Zhang, M Wang, H Qiu, T Zhang… - 32nd USENIX Security …, 2023 - usenix.org
Bit-flip attacks (BFAs) have attracted substantial attention recently, in which an adversary could tamper with a small number of model parameter bits to break the integrity of DNNs. To …
Federated learning (FL) provides convenience for cross-domain machine learning applications and has been widely studied. However, the original FL is still vulnerable to …
M Abdel-Basset, H Hawash, N Moustafa… - Digital Communications …, 2022 - Elsevier
With the prevalence of the Internet of Things (IoT) systems, smart cities comprise complex networks, including sensors, actuators, appliances, and cyber services. The complexity and …