{"data":{"id":"b098143f-39a6-4bff-85da-0d975cb62097","title":"Beyond membership inference: Distributional leakage in diffusion models","summary":"Barezzani, Coscia, Ferrari and Piuri publish a study in Computers & Security, available online 24 October 2026, on distributional leakage in diffusion models. The source text provides only the title, publication details and author list, so the research question, method and findings cannot be stated from it.","solution":"N/A -- no mitigation discussed in source.","labels":["security","privacy","research"],"sourceUrl":"https://www.sciencedirect.com/science/article/pii/S0167404826003901?dgcid=rss_sd_all","publishedAt":"2026-10-24T12:01:57.277Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["membership_inference","data_extraction"],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["diffusion models"],"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":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["confidentiality"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.9,"researchCategory":"peer_reviewed","atlasIds":["AML.T0024.000"]}}