{"data":{"id":"29c77928-8f45-4258-8389-5e3c53766571","title":"Dynamic Attention Analysis for Backdoor Detection in Text-to-Image Diffusion Models","summary":"This research introduces Dynamic Attention Analysis (DAA), a backdoor detection method for text-to-image diffusion models that tracks how cross-attention maps evolve over time rather than relying on static features. The authors report that backdoor samples show distinct evolution patterns at the $ $> token compared to benign samples. Across six backdoor attack scenarios, their DAA-S method achieved an average F1 Score of 79.27% and an AUC of 86.27%, surpassing existing detection methods.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11300728","publishedAt":"2025-12-15T13:16:21.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["other"],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["text-to-image diffusion 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":null,"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}}