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SPARK: Representation-Level KV Memory Alignment for Safer Vision-Language Models

Azfar, Mohd et al.
arXiv (OAI Expanded) · Papers
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computer-vision-and-pattern-recognition
Vision-language models (VLMs) remain vulnerable to jailbreaks that distribute harmful intent across text and images, making unimodal safety mechanisms insufficient. We investigate whether this vulnerability can be mitigated directly in the multimodal key-value (KV) memory formed during prefill, with
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