English(EN) mmFHE: mmWave Sensing with End-to-End Fully Homomorphic Encryption

新的mmFHE系统可在全同态加密下实现毫米波传感

作者 PulseAugur 编辑部 · [1 个来源] · 2026-09-11 04:00

研究人员开发了mmFHE，一个新颖的系统，能够使端到端的毫米波传感管道完全在全同态加密（FHE）下运行。该系统在边缘设备上加密数据，并在云服务器上进行处理，确保输入隐私和数据不可知性。mmFHE包含一个用于数字信号处理和机器学习推理的FHE内核库，证明了在生命体征监测和手势识别等任务中具有可行性，且准确性损失极小。 AI

影响实现了敏感传感器数据的私有处理，可能加速AI在隐私关键型应用中的采用。

排序理由该集群包含一篇详细介绍新系统及其技术可行性的学术论文。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv cs.LG 阅读 →

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报道来源 [1]

arXiv cs.LG TIER_1 English(EN) · Tanvir Ahmed, Yixuan Gao, Adnan Armouti, Rajalakshmi Nandakumar · 2026-09-11 04:00

mmFHE：采用端到端全同态加密的毫米波传感

arXiv:2603.22437v2 Announce Type: replace-cross Abstract: We present mmFHE, the first system that executes the entire cloud-side mmWave sensing pipeline including the DSP and ML inference under fully homomorphic encryption (FHE). mmFHE encrypts range profiles on an edge device af…

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报道来源 [1]

mmFHE：采用端到端全同态加密的毫米波传感

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