Author

Peng Li

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Preprint Sep 2026

The Price of Consistency: Exploiting Visual Anchors for Multimodal Jailbreaking in Video Generation

The visual anchoring effect is revealed: by enforcing consistency, the mechanism prevents the generated content from drifting away from the original harmful intent, thereby eliminating the model's natural safety escape route from harmful to benign content.

Peng Li, Qian-Qian Xu, Yangbangyan Jiang et al. · 0 citations

Preprint Aug 2026

UniTraffic-Agent: Unified Traffic Video Reasoning for AI City Challenge 2026 Track 3 with Two Out-of-Domain Evaluations

UniTraffic-Agent is introduced, the MR-CAS solution for Track~3 of the 10th AI City Challenge, which includes Traffic Anomaly Reasoning (TAR) and two out-of-domain evaluations: FETV for fisheye traffic events and PSI-VQA for pedestrian intention reasoning.

Peng Li, Qianqian Xu, Shilong Bao et al. · 1 citation