{"data":{"id":"9b134d44-eb36-4318-b3fb-ba7e4baad5c0","title":"Safe and Reliable Diffusion Models via Subspace Projection","summary":"SAFER is a method for removing target concepts from text-to-image diffusion models so they do not reappear in subtle forms. It identifies a concept-specific subspace in the text embedding space and projects prompt embeddings onto its complementary subspace, using textual inversion from a reference image and a subspace expansion strategy. The authors report that it consistently erases unwanted concepts while preserving generation quality.","solution":"N/A -- no mitigation discussed in source.","labels":["safety","research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11516226","publishedAt":"2026-05-12T13:17:04.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["text-to-image diffusion models","Stable Diffusion-style T2I 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":"2026-05-12T13:17:04.000Z","capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["safety"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.9,"researchCategory":"peer_reviewed","atlasIds":null}}