2 papers
cs.CR2026
Latency-Optimal Adaptive Split Inference for Privacy-Preserving Cloud-Edge-End Collaboration
Yi Li, Peng Zhang, Man Ho Au
Internet of Things (IoT) end devices are increasingly expected to support privacy-sensitive batch inference, yet their limited computational resources often make full local executi…
cs.CR2024
Batch-oriented Element-wise Approximate Activation for Privacy-Preserving Neural Networks
Peng Zhang, Ao Duan, Xianglu Zou +1
Privacy-Preserving Neural Networks (PPNN) are advanced to perform inference without breaching user privacy, which can serve as an essential tool for medical diagnosis to simultaneo…