{"data":{"id":"083f489a-e8d3-4d5b-91ee-f8e281113279","title":"Generating Privacy-Preserving Faces for Multi-Party Secure Authentication","summary":"Researchers propose a facial privacy framework that lets users authenticate for scenarios such as smart building access without exposing their real face or identity in plaintext. The design uses a bidirectional mapping mechanism with an identity mapping module that generates a virtual identity (VID), an identity transfer model that produces a virtual face, and a VIEM module that compares identities in the encrypted domain via homomorphic encryption. Experiments reportedly show a balance between privacy protection, attribute preservation and authentication accuracy.","solution":"N/A -- no mitigation discussed in source.","labels":["privacy","research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11503426","publishedAt":"2026-05-01T13:17:54.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"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":"2026-05-01T13:17:54.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["confidentiality"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.85,"researchCategory":"peer_reviewed","atlasIds":null}}