Author

Xue-Mei Dong

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Preprint Oct 2026

MMA-SafetyBench: A Benchmark for Multimodal Agent Safety Evaluation

A trajectory-guided procedure that identifies candidate injection points and inserts reproducible visual payloads into the observation stream is proposed, which is used to construct MMA-SafetyBench, which contains 1,083 adversarial trajectories across web automation, desktop GUI control, mobile navigation, document und...

Yu-Ke Wang, Ben-Lei Cui, Sheng-Yuan Pang et al. · 0 citations

Review Aug 2026

Fully Unleashing the Multimodal Attacker: Meta-Adaptive Jailbreaking of Vision-Language Models

Results reveal a systemic vulnerability of frontier VLMs to meta-adaptive jailbreaks to meta-adaptive jailbreaks and motivate defenses against meta-level adversaries.

Ben-Lei Cui, Sheng-Yuan Pang, Yu-Ke Wang et al. · 1 citation