{"data":{"id":"f9946b50-7cea-4885-ad82-532680944815","title":"FaceReclaim: Deep Traceability of Face-Swapped Images Through Feature Decoupling","summary":"FaceReclaim is a diffusion-based framework that tries to restore the original face hidden inside a face-swapped deepfake image, a task the authors call Traceability of Face-swapping Deepfake (TFD). It reformulates TFD as image-to-image editing and uses Multi-Scale Face Attribute Decoupling and Multi-Modal Face Identity Prompting as dual conditioning. The authors report that synthetic faces retain subtle traces of the original face, and they evaluate restoration both visually and through face verification.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11523541","publishedAt":"2026-05-18T13:18:18.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["other"],"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":"2026-05-18T13:18:18.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["confidentiality","integrity"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.85,"researchCategory":"peer_reviewed","atlasIds":null}}