{"data":{"id":"d6df5240-3aed-45c6-8c6b-2f4ccfe5f505","title":"Beyond Stop Signs: Why Evasion Attacks Matter Even More","summary":"Evasion attacks (methods where attackers trick AI systems into ignoring safety rules by manipulating input data) have been researched for more than ten years, but most real-world examples remain theoretical and academic. Because these demonstrations seem more like intellectual exercises than practical threats, people have largely dismissed evasion attacks as unimportant in actual security situations.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11519507","publishedAt":"2026-05-13T13:17:29.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["model_evasion"],"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":"2026-05-13T13:17:29.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity","safety"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.75,"researchCategory":"peer_reviewed","atlasIds":null}}