{"data":{"id":"b1fc5117-3fe7-4173-815a-cf926a433b6c","title":"Benchmarking Deepfake Attacks on Deep Face Recognition Systems","summary":"The authors introduce a taxonomy and benchmarking framework that classifies deepfake attacks by intent and generative mechanism, then evaluate them against deep face recognition systems. Diverse deepfake attacks commonly exceed 70% success and, in some regimes, surpass 90%. The study finds that attack success depends on the degree of identity controllability rather than visual quality.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11520290","publishedAt":"2026-05-14T13:17:22.000Z","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":"2026-05-14T13:17:22.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.95,"researchCategory":"peer_reviewed","atlasIds":null}}