Author

Guang-Yuan Liu

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Preprint Oct 2026

Pacifo: An Efficient Fully Homomorphic Encryption-based Lightweight ResNet for Trustworthy Machine Learning as a Service

This paper proposes Pacifo, a framework that adapts customized fine-tuning strategies to efficiently evaluate the ResNet20 model in the context of FHE, and introduces a public-private layer partitioning scheme and an efficient ReLU approximation, significantly reducing the number of private layers and costly FHE operat...

Yang-Zhuo Li, Gang He, Rui-Chen Zhang et al. · 0 citations

2026

IRS-Assisted UAV Secure Communication via Agentic AI

Low-altitude uncrewed aerial vehicle (UAV) communication offers notable advantages over terrestrial base stations in terms of flexibility and deployment efficiency. However, the high likelihood of line-of-sight (LoS) propagation renders the communication links between UAVs and ground users (GUs) particularly susceptibl...

Wenwen Xie, Geng Sun, Jiahui Li et al. · IEEE Transactions on Cogniti... · 0 citations