{"data":{"id":"f980633b-e12e-48d3-80d5-7cbba938d56e","title":"Why Not Diversify Triggers? APK-Specific Backdoor Attack Against Android Malware Detection","summary":"This paper presents APK-Specific Backdoor Attack (ASBA), a poisoning method against machine learning-based Android malware detection (AMD) models. ASBA trains a generative adversarial network to create a distinct trigger for each malware sample, so that discovering one trigger via static analysis does not expose all the malware carrying it. The authors report a 94.6% average attack success rate across three datasets, five feature extraction methods and three classification models.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11297833","publishedAt":"2025-12-11T13:17:30.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"low","attackType":["model_poisoning"],"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":"2025-12-11T13:17:30.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"advanced","impactType":["integrity","safety"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.93,"researchCategory":"peer_reviewed","atlasIds":null}}