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From the 1 of 13 linked papers with an AI index.

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20242026
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cs.AI2026

StructBreak: Structural Cognitive Overload-Induced Safety Failures in MLLMs

Yang Luo, Xinran Liu, Tiantian Ji +3

Multimodal Large Language Models (MLLMs) excel at structural reasoning yet suffer from a sharp logical brittleness in structural consistency. We term this phenomenon Structural Cog…