{"data":{"id":"3503121b-2f77-4438-9763-6e1fee191cf8","title":"Security Analysis of WiFi-Based Sensing Systems: Threats From Perturbation Attacks","summary":"Researchers present WiIntruder, a perturbation attack against deep learning models used in WiFi-based wireless sensing. The method aims for universality, robustness and stealthiness by improving transferability across sensing models, optimizing device synchronization and propagation factors with a particle swarm algorithm, and varying attack patterns from a generative adversarial network. In black-box scenarios, average accuracy across four common WiFi-based services dropped by 72.9%.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11295940","publishedAt":"2025-12-10T13:16:48.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["model_evasion"],"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":"2025-12-10T13:16:48.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["integrity","availability"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.9,"researchCategory":"peer_reviewed","atlasIds":null}}