{"data":{"id":"799b9c4a-5f23-4418-936d-14b358d65668","title":"Certification of Real Images through Calibrated Content Authentication","summary":"Researchers evaluated twenty deepfake detectors against ten generators released over four years and found accuracy dropping from 99.5% to 76%, with adversarial perturbations pushing every baseline below 2%. They propose a detector that outputs a calibrated prediction of whether authenticity is plausibly deniable, based on whether a known generator can faithfully reconstruct the content. At a 1% false-certification bound, most baseline detectors reach near-zero recall, and 1,116 of 3,000 Reddit images resisted reproduction by a 2022 generator versus 55 to 79 for 2024 generators.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://arxiv.org/abs/2610.05870v2","publishedAt":"2026-10-05T06:36:03.000Z","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":"2026-10-05T06:36:03.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["integrity"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.9,"researchCategory":"preprint","atlasIds":null}}