{"data":{"id":"16dd0e05-d1d2-432b-b26c-1eadeeebdb55","title":"When appearance and motion disagree: evaluating class--motion consistency against disguised uncrewed surface vessels","summary":"Researchers evaluated whether maritime defense systems can separate uncrewed surface vessels from benign craft using shore cameras and radar. They found adversarial hull patches suppress detection in up to 29% of attempts without causing benign misclassification, while physical disguise can bypass both camera and radar checks. An asset-relative closing-rate check flagged 94-95% of recreational-labeled direct run-in attacks within 4 nautical miles at 15-20 knots, versus 12% for a track-only speed check, with a 4.9% overall held-out false-alarm rate (12.3% on recreational traffic).","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://arxiv.org/abs/2611.00367v1","publishedAt":"2026-10-30T20:47:42.000Z","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":"2026-10-30T20:47:42.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["integrity","availability"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.85,"researchCategory":"preprint","atlasIds":null}}