{"data":{"id":"ab8b01be-78d5-4876-bc57-f5f11b9752b9","title":"Deepfake Media Generation and Detection in the Generative AI Era: A Survey and Outlook","summary":"This survey article examines how generative AI (machine learning models that create new content) can produce deepfakes (synthetic media where a person's face or voice is digitally manipulated to appear authentic) and discusses methods for detecting them. The paper reviews the current state of deepfake creation and detection technologies, providing an outlook on future developments in this rapidly evolving field.","solution":"N/A -- no mitigation discussed in source.","labels":["research","safety"],"sourceUrl":"https://dlnext.acm.org/doi/abs/10.1145/3833867?af=R","publishedAt":"2026-09-03T12:01:34.517Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedVendors":[],"affectedVendorsRaw":[],"classifierModel":"claude-haiku-4-5-20251001","classifierPromptVersion":"v3","cvssVector":null,"attackVector":null,"attackComplexity":null,"privilegesRequired":null,"userInteraction":null,"exploitMaturity":null,"epssScore":null,"patchAvailable":null,"disclosureDate":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity","safety"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.85,"researchCategory":"peer_reviewed","atlasIds":null}}