AI RESEARCH

The Persistence of Cultural Memory: Investigating Multimodal Iconicity in Diffusion Models

arXiv CS.AI

ArXi:2511.11435v2 Announce Type: replace-cross The ambiguity between generalization and memorization in TTI diffusion models becomes pronounced when prompts invoke culturally shared visual references, a phenomenon we term multimodal iconicity. These are instances in which images and texts reflect established cultural associations, such as when a title recalls a familiar artwork or film scene. Such cases challenge existing approaches to evaluating memorization, as they define a setting in which instance-level memorization and culturally grounded generalization are structurally intertwined.