{"data":{"id":"61cc2e70-cfda-4609-872b-895b55f555c3","title":"Unveiling Deepfakes: A Frequency-Aware Triple Branch Network for Deepfake Detection","summary":"This paper proposes a triple-branch network for deepfake detection that jointly learns spatial features and frequency features from the original image and from images reconstructed through different frequency channels. The authors add feature decoupling and fusion losses derived from mutual information theory to make the model focus on task-relevant features. The method reportedly achieves state-of-the-art performance across six large-scale benchmark datasets.","solution":"N/A -- no mitigation discussed in source.","labels":["research","security"],"sourceUrl":"http://ieeexplore.ieee.org/document/11433701","publishedAt":"2026-03-13T13:17:13.000Z","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":"2026-03-13T13:17:13.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":null,"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.9,"researchCategory":"peer_reviewed","atlasIds":null}}