{"data":{"id":"93b16b3e-ffee-46fe-9fa3-5556e4c5c7c9","title":"Enabling trust and learner agency in lifelong learning: A dual-chain, privacy-preserving credential architecture","summary":"This academic paper proposes a dual-chain, privacy-preserving credential architecture designed to enable trust and learner agency in lifelong learning systems. The work focuses on creating secure credential management that protects learner privacy while maintaining verifiable educational records across multiple institutions and learning contexts.","solution":"N/A -- no mitigation discussed in source.","labels":["security","privacy"],"sourceUrl":"https://www.sciencedirect.com/science/article/pii/S2214212626000955?dgcid=rss_sd_all","publishedAt":"2026-04-23T18:01:29.800Z","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"],"aiComponentTargeted":"training_data","llmSpecific":false,"classifierConfidence":0.75,"researchCategory":"peer_reviewed","atlasIds":null}}