English(EN) MIRAGE: Stealthy Visual Prompt Injection for Vulnerability Detection in Web Agents

新的MIRAGE框架实现了对网络代理的隐蔽视觉提示注入攻击

作者 PulseAugur 编辑部 · [1 个来源] · 2026-10-16 04:00

研究人员开发了MIRAGE，一种针对多模态大语言模型（MLLM）网络代理的视觉间接提示注入攻击的新型框架。该方法利用扩散模型创建感知上良性且仅限于攻击者控制区域（如广告位或小部件）的对抗性图像。MIRAGE结合了曲率感知对抗性扩散引导和稀疏扰动，能够有效地劫持代理的下一个动作，在SeeAct和OpenClaw等框架上展现出显著的有效性和真实性。 AI

影响这项研究揭示了多模态LLM网络代理的新漏洞，可能影响自动化浏览和交互系统的安全性。

排序理由该集群包含一篇详细介绍攻击AI代理新方法的学术论文。[lever_c_demoted from research: ic=1 ai=1.0]

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报道来源 [1]

arXiv cs.AI TIER_1 English(EN) · Xuelong Dai, Jianyu Ma, Boyang Ma, Biwei Yan, Yijun Yang, Yue Zhang · 2026-10-16 04:00

MIRAGE：用于 Web Agent 中漏洞检测的隐形视觉提示注入

arXiv:2606.20717v2 Announce Type: replace-cross Abstract: Multimodal Large Language Model (MLLM)-based web agents provide practical, high-precision solutions for visual browser automation; however, they inherently expand the attack surface, introducing novel vision-based vulnerab…

本文如何被排名

报道来源 [1]

MIRAGE：用于 Web Agent 中漏洞检测的隐形视觉提示注入

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