Xueyan Wang

PPGNN: Fast and Accurate Privacy-Preserving Graph Neural Network Inference via Parallel and Pipelined Arithmetic-and-Logic FHE Accelerator

2024

Graph Neural Networks (GNNs) are increasingly used in fields like social media and bioinformatics, promoting the prosperity of cloud-based GNN inference services. Nevertheless, data privacy becomes a critical issue when handling sensitive information. Fully Homomorphic …