{"data":{"id":"bcccdbcd-ddc6-4dc9-825f-d945ae3a66a9","title":"Certified Local Transferability for Evaluating Adversarial Attacks","summary":"Researchers introduce the certified local transferable region, a connected area of inputs where a single adversarial perturbation is mathematically guaranteed to fool a deep neural network. They propose reverse attack oracle-based search (RAOS) to estimate the maximum size of this region, using a minimal distance attack and state-of-the-art verifiers at each step. The region's size serves as a metric for the local transferability of perturbations across model structures and adversarial training scenarios.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11142670","publishedAt":"2025-08-27T13:17:56.000Z","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":"2025-08-27T13:17:56.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["integrity"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.95,"researchCategory":"peer_reviewed","atlasIds":null}}