Papers by Linhua Cong
VisCRA: A Visual Chain Reasoning Attack for Jailbreaking Multimodal Large Language Models (2025.emnlp-main)
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| Challenge: | Recent advances in Large Reasoning Models (LRMs) have enabled sophisticated visual reasoning capabilities by integrating reinforcement learning and Chain-of-Thought (CoT) supervision. |
| Approach: | They propose a jailbreak framework that exploits visual reasoning chains to bypass safety mechanisms. |
| Outcome: | The proposed framework achieves high attack success rates on leading closed-source MLRMs. |