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Home/Authors/Pang Liu

Pang Liu

1 indexed paper

Recent (6 mo)
1
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Publications per year

1
26

Top categories

Crypto×1AI×1

Frequent co-authors

Yingjie Lao1×

Research Timeline

2026
VisInject: Disruption != Injection -- A Dual-Dimension Evaluation of Universal Adversarial Attacks on Vision-Language Models

The paper introduces a dual-dimension evaluation for universal adversarial attacks on Vision-Language Models (VLMs), demonstrating that high reported attack success rates significantly overestimate the actual ability of attacks to achieve precise, targeted prompt injection.

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Papers

cs.CRcs.AIRecentMay 2, 2026

VisInject: Disruption != Injection -- A Dual-Dimension Evaluation of Universal Adversarial Attacks on Vision-Language Models

Pang Liu, Yingjie Lao

The paper introduces a dual-dimension evaluation for universal adversarial attacks on Vision-Language Models (VLMs), demonstrating that high reported attack success rates significantly overestimate th…

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