English(EN) SoK: Attack and Defense Landscape of Mobile On-device AI Systems

新研究系统化梳理移动端侧AI安全格局

作者 PulseAugur 编辑部 · [1 个来源] · 2026-07-02 04:00

本文全面系统地梳理了移动端侧AI（MoAI）系统的安全性。文章概述了MoAI相关的安全支柱、攻击向量和防御机制，MoAI将本地AI模型与移动软件集成，以实现隐私保护和离线功能。该研究指出了MoAI安全性的当前差距，并提出了未来研究方向，以促进更安全的端侧AI应用的开发。 AI

影响为理解和改进直接部署在移动设备上的AI模型的安全性奠定了基础框架。

排序理由这是一篇提供特定技术主题知识系统化梳理的研究论文。[lever_c_demoted from research: ic=1 ai=1.0]

AI 生成摘要 · Google Gemini · 来自 1 个来源。我们如何撰写摘要 →

本文如何被排名

Signal score: 0 / 100; Composite score across the factors below. Higher = stronger signal that this story matters right now.
Newsworthiness bucket: Tool; 这是一篇提供特定技术主题知识系统化梳理的研究论文。[lever_c_demoted from research: ic=1 ai=1.0]
Source corroboration: Single-source cluster; Only one publisher covered this so far. Single-source stories can still rank when the publisher is high-authority, but they lack cross-source corroboration.
Topics: paper, safety; Editorial topic classification. Feeds into how the story surfaces on /topic/<slug> hub pages and into the per-entity coverage mix.
AI-industry relevance: High; Clearly on-topic for AI-industry coverage.
Story freshness: 132 days old; Aged out of breaking-news scoring windows; ranking reflects the durable signal from the full source set.

完整方法见我们的编辑标准。

arXiv cs.AI TIER_1 English(EN) · Yujin Huang, Xin Zheng, Xingliang Yuan, Kwok-Yan Lam · 2026-07-02 04:00

SoK：移动端设备上AI系统的攻击与防御态势

arXiv:2607.00362v1 Announce Type: cross Abstract: Mobile on-device AI (MoAI) systems that integrate locally deployed AI models with conventional mobile software components are emerging as a key paradigm for delivering intelligent functionality directly on end-user devices. By mov…