{"data":{"id":"28cdaa3e-ad48-4c33-abdb-adbe4d97e248","title":"Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey","summary":"This survey reviews harmful fine-tuning attacks against large language models and the defenses proposed to counter them. The source text provided is only a citation line (ACM Computing Surveys, Volume 58, Issue 13, pages 1-39, October 2026) and does not describe the survey's method or findings.","solution":"N/A -- no mitigation discussed in source.","labels":["research","security"],"sourceUrl":"https://dl.acm.org/doi/abs/10.1145/3817114?af=R","publishedAt":"2026-06-24T12:01:14.584Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["jailbreak","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":null,"fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity","safety"],"aiComponentTargeted":"model","llmSpecific":true,"classifierConfidence":0.95,"researchCategory":"peer_reviewed","atlasIds":["AML.T0054"]}}