SOURCE-LINKED INTELLIGENCE

Whose record is this? Diagnosing and authorizing record use in personalized multimodal models

arXiv · AI, language, vision and robotics · article · Sep 4, 2026 · UTC

Contextualized visual personalization can retrieve a true record yet apply it to the wrong visual subject. We formalize when a record may condition an answer as \emph{record authorization}: subject presence ($P$), record-edge validity ($E$), and answer support ($S$) must all hold. We call violations visual memory misbinding (VMM). We construct RecordAuth-Diag, a 3,690-case matched diagnostic suite that changes one image--record edge while holding the query, question, record text, and image multiset fixed. Card removal and nonce relabeling attribute these failures to supplied records. Raw-bank

Read original source ↗ Open in workspace

recordType

paper

region

Global