{"data":{"id":"f97e580a-d194-42d8-b73c-2c338222f452","title":"Tokens in Disarray: A Unified Adversarial Attack Against Multi-Layered Safeguards in LLMs and VLMs","summary":"Researchers present the Token Disarray Attack (TDA), a unified adversarial method against LLMs and VLMs protected by multi-layered safeguards. TDA uses LLM-generated token permutations of harmful inputs, refined by a genetic algorithm, and reports an average attack success rate above 70%. Against commercial models it reaches up to 53% on individual models, with notable cross-model transferability.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11776018","publishedAt":"2026-11-05T05:10:37.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["jailbreak","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":"2026-11-05T05:10:37.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["safety","integrity"],"aiComponentTargeted":"model","llmSpecific":true,"classifierConfidence":0.93,"researchCategory":"peer_reviewed","atlasIds":["AML.T0054"]}}