{"data":{"id":"5029c9d2-9aa8-4037-a7a2-b47d5d3a2fad","title":"Tracing the Use of Open-Source Training Datasets for Neural Radiance Field Models","summary":"TraceNeRF is a method for tracing the training datasets of Neural Radiance Fields (NeRF) models, not the models themselves. It embeds owner-specific binary messages into the datasets through a hybrid frequency-spatial framework that combines a learnable spatially aware mask with discrete cosine transform, plus a density-aware module and a trainable band selector. The authors report that it outperforms baseline methods in availability, effectiveness, and robustness.","solution":"N/A -- no mitigation discussed in source.","labels":["security","research"],"sourceUrl":"http://ieeexplore.ieee.org/document/11592621","publishedAt":"2026-07-01T13:17:24.000Z","cveId":null,"cweIds":null,"cvssScore":null,"cvssSeverity":null,"severity":"info","attackType":[],"issueType":"research","affectedPackages":null,"affectedPackageNames":null,"affectedPackageRefs":null,"affectedVendors":[],"affectedVendorsRaw":["NeRF"],"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":"2026-07-01T13:17:24.000Z","fixReleasedAt":null,"daysToFix":null,"fixCheckedAt":null,"capecIds":null,"crossRefCount":0,"attackSophistication":"moderate","impactType":["integrity"],"aiComponentTargeted":"training_data","llmSpecific":false,"classifierConfidence":0.85,"researchCategory":"peer_reviewed","atlasIds":null}}