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cs.CR2026
What Does the Server See? Understanding Privacy Leakage from Large Language Models in Split Inference
Mingyuan Fan, Yu Liu, Fuyi Wang +1
The deployment of large language models (LLMs) on resource-constrained devices remains challenging, spurring interest in split inference, where models are partitioned between clien…
cs.CR2025
PrivGNN: High-Performance Secure Inference for Cryptographic Graph Neural Networks
Fuyi Wang, Zekai Chen, Mingyuan Fan +3
Graph neural networks (GNNs) are powerful tools for analyzing and learning from graph-structured (GS) data, facilitating a wide range of services. Deploying such services in privac…
cs.CR2025
FLAME: Flexible and Lightweight Biometric Authentication Scheme in Malicious Environments
Fuyi Wang, Fangyuan Sun, Mingyuan Fan +5
Privacy-preserving biometric authentication (PPBA) enables client authentication without revealing sensitive biometric data, addressing privacy and security concerns. Many studies…