{"data":{"id":"a5c3ee7c-5d0e-4960-a732-e40172b084c2","title":"Hard-Label Black-Box Attacks on 3D Point Clouds","summary":"Researchers developed a new method to attack 3D point cloud models (AI systems that process 3D sensor data) using only the final prediction label, without needing access to the model's internal details or calculations. Their technique uses a spectrum-aware decision boundary algorithm to create adversarial examples (slightly modified inputs that fool the AI) that are harder to detect and more practical to deploy in real-world scenarios than existing attack methods.","solution":"N/A -- no mitigation discussed in source.","labels":["research","security"],"sourceUrl":"http://ieeexplore.ieee.org/document/11524078","publishedAt":"2026-05-19T13:17:51.000Z","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":"2026-05-19T13:17:51.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["integrity"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.85,"researchCategory":"peer_reviewed","atlasIds":null}}