{"data":{"id":"2cdf90f7-7a97-4c80-a5e7-2ad3e398349c","title":"Protecting Against Unauthorized Dataset Use in Fine-Tuning Text-to-Image Diffusion Models","summary":"Researchers propose a dataset watermarking framework to detect unauthorized use and trace leaks of image datasets used to fine-tune text-to-image diffusion models such as Stable Diffusion. The framework is assessed on effectiveness, harmlessness, traceability, stealthiness and robustness, including cross-dataset transferability, robustness to image transformations and adaptive attacks, and scalability. Experiments on Stable Diffusion report reliable detection and accurate tracing with minimal data modification while preserving output quality.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11573063","publishedAt":"2026-06-19T13:18:12.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["Stable Diffusion"],"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":"2026-06-19T13:18:12.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity"],"aiComponentTargeted":"training_data","llmSpecific":false,"classifierConfidence":0.9,"researchCategory":"peer_reviewed","atlasIds":null}}