{"data":{"id":"42efec53-bc11-43a2-9f50-e3e4e341322f","title":"Your Secrets Are Showing: Deep Image Hiding Models Are Surprisingly Easy to Attack","summary":"Researchers asked whether an attacker can identify the content of images hidden by deep image hiding models without knowing which model produced them. They built a dataset of stego images from 11 hiding models and trained a single decoder, based on HiNet, that extracts secret content across unseen models, with humans and machines able to recognize it. The attack also reveals content hidden by AIRPNet, a privacy-oriented image restoration method.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"https://arxiv.org/abs/2611.15583v1","publishedAt":"2026-11-11T15:05:33.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":["other"],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["HiNet","AIRPNet"],"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":"2026-11-11T15:05:33.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["confidentiality"],"aiComponentTargeted":"model","llmSpecific":false,"classifierConfidence":0.85,"researchCategory":"preprint","atlasIds":null}}