{"data":{"id":"4e94b800-a071-4db5-8b23-b1fd006d83bd","title":"Security and privacy-preserving mechanisms in collaborative machine learning: A systematic review with novel taxonomy","summary":"This is a systematic review article that examines security and privacy-preserving mechanisms used in collaborative machine learning (where multiple organizations or parties train AI models together while protecting their sensitive data). The article organizes existing approaches into a novel taxonomy, helping researchers and practitioners understand different methods for keeping data secure during collaborative AI training.","solution":"N/A -- no mitigation discussed in source.","labels":["security","privacy"],"sourceUrl":"https://www.sciencedirect.com/science/article/pii/S2214212626002383?dgcid=rss_sd_all","publishedAt":"2026-08-28T12:02:01.457Z","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":["confidentiality","integrity"],"aiComponentTargeted":"training_data","llmSpecific":false,"classifierConfidence":0.85,"researchCategory":"peer_reviewed","atlasIds":null}}