Stop reasoning! When multimodal LLMs with chain-of-thought reasoning meets adversarial images

Recently, Multimodal LLMs (MLLMs) have shown a great ability to understand images. However, like traditional vision models, they are still vulnerable to adversarial images. Meanwhile, Chain-of-Thought (CoT) reasoning has been widely explored on MLLMs, which not only improves model’s performance, but...

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Bibliographic Details
Main Authors: Wang, Z, Han, Z, Chen, S, Xue, F, Ding, Z, Xiao, X, Tresp, V, Torr, P, Gu, J
Format: Conference item
Language:English
Published: IEEE 2024