{"data":{"id":"d67083bc-9e39-41fa-ac7b-d379d13e0a82","title":"Let the Carrier Carry the Attack: Preserving the Subject in Adversarial Image Generation","summary":"Researchers propose a \"carrier\", a secondary visual element that gives unrestricted adversarial attacks an auxiliary region to work in, so the primary object (the subject) is distorted less. Under global classifier guidance, the carrier absorbs a larger share of normalized attack updates and improves cross-model transferability. Targeted attacks keep the personalized subject as the main content perceived by humans while misleading the classifier.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://arxiv.org/abs/2609.39723v1","publishedAt":"2026-09-30T13:33:53.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["model_evasion"],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":[],"classifierModel":"claude-haiku-5-5","classifierPromptVersion":"v4","summaryPromptVersion":"v2","headline":null,"headlinePromptVersion":null,"cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"epssCheckedAt":null,"kevDateAdded":null,"advisoryAliases":null,"affectedPackagesSource":null,"affectedPackagesCheckedAt":null,"patchAvailable":null,"disclosureDate":"2026-09-30T13:33:53.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["integrity"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.95,"researchCategory":"preprint","atlasIds":null}}