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
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
Long-form video understanding requires locating sparse, question-relevant evidence in long, multimodal videos. Real-world video distributions differ in modality-specific information density, content structure, and evidence patterns, causing fixed video-agent designs to incur redundant processing or fail when mismatched...
Ben-Lei Cui, Ruize Wang, Junjie Li et al.· 1 citation
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