Yanyan Zhao
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126
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2026
Safety Geometry Collapse in Multimodal LLMs and Adaptive Drift Correction
This paper introduces the concept of Safety Geometry Collapse, demonstrating that multimodal inputs degrade the safety separation of LLMs, and proposes ReGap, a training-free method that adaptively corrects this drift to improve MLLM safety.
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Papers
cs.AIcs.CRRecentMay 18, 2026
Safety Geometry Collapse in Multimodal LLMs and Adaptive Drift Correction
Jiahe Guo, Xiangran Guo, Jiaxuan Chen, Weixiang Zhao +5 more
This paper introduces the concept of Safety Geometry Collapse, demonstrating that multimodal inputs degrade the safety separation of LLMs, and proposes ReGap, a training-free method that adaptively co…
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