{"data":{"id":"42f95451-abac-4528-8fac-0c957b659a73","title":"SDkA: Synthetic Data Integrated k-Anonymity Model for Data Sharing With Improved Utility","summary":"This paper proposes SDkA, an anonymity model that combines synthetic data with k-anonymity for data sharing. Synthetic data from a conditional generative adversarial network, together with an automated quality-fixing method, addresses size, quantity and diversity issues. Selective generalization is added to the k-anonymity model to avoid unnecessary generalization, and the authors report that SDkA defends against diverse attacks and improves utility over standard k-anonymity.","solution":"N/A -- no mitigation discussed in source.","labels":["privacy","research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11399554","publishedAt":"2026-02-18T13:17:36.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["membership_inference"],"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":null,"fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["confidentiality"],"aiComponentTargeted":"training_data","llmSpecific":false,"classifierConfidence":0.8,"researchCategory":"peer_reviewed","atlasIds":["AML.T0024.000"]}}