{"data":{"id":"09f4c3b1-c4c0-4950-bbb8-97f0e16b0090","title":"Exploring Backdoor Vulnerabilities and Fairness Challenges in Generative Models: A Survey","summary":"The survey from ACM Computing Surveys examines backdoor vulnerabilities and fairness challenges in generative models. The source text provided is limited to bibliographic details (Volume 58, Issue 16, pages 1-56, December 2026), so no methods or findings are described.","solution":"N/A -- no mitigation discussed in source.","labels":["research","security"],"sourceUrl":"https://dl.acm.org/doi/abs/10.1145/3847107?af=R","publishedAt":"2026-10-13T12:01:28.024Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["other"],"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":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.9,"researchCategory":"peer_reviewed","atlasIds":null}}