{"data":{"id":"5491dfee-219b-452a-a85b-d726425d10e5","title":"AnyBreak: Towards Jailbreaking Any T2I Model for Any Concept","summary":"AnyBreak is a jailbreak framework that builds adversarial images through multi-scale progressive semantic alignment, steering text-to-image generation in latent space toward unsafe data manifolds. It transfers malicious concepts from text to image using only clean prompts and adversarial images at inference, in a fully black-box setting. The authors also introduce AnyBreak-V, which adds a compensation term to bypass post-hoc safety checkers, and they report high attack success rates while keeping visual fidelity and semantic consistency.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://arxiv.org/abs/2611.11980v1","publishedAt":"2026-11-09T07:06:19.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["jailbreak"],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["text-to-image models","T2I models"],"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":"2026-11-09T07:06:19.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["safety","integrity"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.95,"researchCategory":"preprint","atlasIds":["AML.T0054"]}}