{"data":{"id":"3f746c37-932b-4baf-a152-efa047f326a3","title":"MagLive: Robust Voice Liveness Detection on Smartphones Using Magnetic Pattern Changes","summary":"Voice authentication on smartphones is vulnerable to spoofing attacks, where attackers replay recorded voice samples through loudspeakers to trick the system. MagLive is a new security method that detects whether a voice is from a real person or a loudspeaker by analyzing magnetic pattern changes (detected by the smartphone's built-in magnetometer) using a machine learning model called TF-CNN-SAF (a type of neural network designed to extract useful patterns from data).","solution":"N/A -- no mitigation discussed in source.","labels":["research","security"],"sourceUrl":"http://ieeexplore.ieee.org/document/11430623","publishedAt":"2026-03-11T13:16:38.000Z","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":"2026-03-11T13:16:38.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity","safety"],"aiComponentTargeted":"inference","llmSpecific":false,"classifierConfidence":0.85,"researchCategory":"peer_reviewed","atlasIds":null}}