{"data":{"id":"5625fd26-9a84-4273-95d8-d36aaaaf1c69","title":"A Differentially Private Quadrature Amplitude Modulation Mechanism for Federated Analytics","summary":"This research proposes a new method called DP-QAM (Differentially Private Quadrature Amplitude Modulation) to solve privacy and communication problems in federated analytics (a system where multiple devices analyze data together without sending raw data to a central server). The method takes advantage of natural errors that occur during data compression and wireless transmission to add extra privacy protection, while balancing privacy, communication efficiency, and accuracy.","solution":"N/A -- no mitigation discussed in source.","labels":["research","privacy"],"sourceUrl":"http://ieeexplore.ieee.org/document/11422039","publishedAt":"2026-03-05T13:17:20.000Z","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":"2026-03-05T13:17:20.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["confidentiality"],"aiComponentTargeted":"training_data","llmSpecific":false,"classifierConfidence":0.85,"researchCategory":"peer_reviewed","atlasIds":null}}