2 hasil untuk "Tianshun Huang"

PipFHE: Resource-Efficient Privacy-Preserving Deep CNN Inference via Padded Batch Packing and Channel Merging over FHE

Tianyu Wang; Zewen Ye; Tianshun Huang dkk.

Transactions on Cryptographic Hardware and Embedded Systems, Vol. 2026 No. 1 · 2026 · Inggris · DOAJ Scopus

Privacy-Preserving Machine Learning (PPML) has demonstrated great potential in data-sensitive industries, driving the development of low-latency CNN architectures using Fully Homomorphic Encryption (FHE). However, existing methods encounter two primary challenges when processing large image…

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