{"data":{"id":"bd6b7acc-2f8c-4455-b186-7edd8e1a3d6c","title":"Perspective-Invariant Attack With Enhanced Transferability of Adversarial Examples","summary":"This research paper proposes the Perspective-Invariant Attack (PIA), which improves the transferability of adversarial examples between black-box DNN models. PIA uses a multi-DOF vertex sampling strategy covering perspective transformations from 2-DOF translation to 8-DOF projective mapping. The authors also present PIA-Mix, an extension that combines this transformation with auxiliary methods, and report that both outperform state-of-the-art transfer-based attacks across DNN architectures, defenses and multimodal LLMs.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11612947","publishedAt":"2026-07-16T13:16:27.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["model_evasion"],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["multimodal large language models"],"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":"2026-07-16T13:16:27.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["integrity"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.93,"researchCategory":"peer_reviewed","atlasIds":null}}