Author

Tian-Yuan Zhang

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Jul 2026

Technical Report on the CVPR 2026@AdvML Workshop Challenge

The CVPR 2026@AdvML Workshop Challenge on adversarial multimodal attacks against autonomous-driving VLAs is presented, providing a practical reference for future robustness evaluation and defense design in multimodal autonomous-driving systems.

Tian-Yuan Zhang, Zonglei Jing, Jiangfan Liu et al. · arXiv.org · 0 citations

Jul 2026

SafeFlow: Semantic Information-Flow Control for Blocking Malicious Propagation in Multi-Agent Systems

SafeFlow is proposed, a defense framework for multi-agent systems that formalizes malicious cross-agent propagation as a semantic information-flow problem and reduces attack success rates compared to undefended baselines and external defenses while retaining high benign task completion and a high paired safe--harm succ...

Haowen Dai, Zonghao Ying, Wenfeng Li et al. · arXiv.org · 0 citations