Mosaic: Multimodal Jailbreak against Closed-Source VLMs via Multi-View Ensemble Optimization explores Mosaic is a multimodal jailbreak framework that overcomes surrogate dependency to achieve state-of-the-art attack success rates against closed-source vision-language models.. Commercial viability score: 7/10 in LLM Security.
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Canonical route: /paper/mosaic-multimodal-jailbreak-against-closed-source-vlms-via-multi-view-ensemble-optimization
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Canonical ID mosaic-multimodal-jailbreak-against-closed-source-vlms-via-multi-view-ensemble-optimization | Route /paper/mosaic-multimodal-jailbreak-against-closed-source-vlms-via-multi-view-ensemble-optimization
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/buildability/mosaic-multimodal-jailbreak-against-closed-source-vlms-via-multi-view-ensemble-optimization
Subject: Mosaic: Multimodal Jailbreak against Closed-Source VLMs via Multi-View Ensemble Optimization
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Dimensions overall score 7.0
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This equation captures one of the core mathematical components of the system. (e πβ,πβ) = arg max e ππ,ππππ£ π π½ π, πtgt([ππππ£ π , e ππ]) . Methodology 3.1 Over
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Receipt path
/buildability/mosaic-multimodal-jailbreak-against-closed-source-vlms-via-multi-view-ensemble-optimization
Paper ref
mosaic-multimodal-jailbreak-against-closed-source-vlms-via-multi-view-ensemble-optimization
arXiv id
2604.09253
Generated at
2026-04-13T20:23:21.287Z
Evidence freshness
stale
Last verification
2026-04-13T20:23:21.287Z
Sources
3
References
0
Coverage
50%
Lineage hash
5c7cd8a9c01c1c8079f8b0836613634e9394bcee3cd231737d98e1b006877483
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not_verified
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Pending verification refs / 3 sources / Verification pending
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references
This equation captures one of the core mathematical components of the system. πview π,π = Cπ,π πadv π,π formed query e ππand fed into a surrogate VLM for optim
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This equation captures one of the core mathematical components of the system. π βοΈ L(π) π,π= π=1 βlogππ π§π| πview π,π, e ππ,π§<π
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