Vision Language Model, Knowledge Graph, Generative Model.
named Generative KGE Circuits (GeKCs), can then generate new triples for knowledge graphs by efficiently sampling from their modeled probability distributions. Moreover, GeKCs are designed to integrate logical constraints directly, ensuring that all generated or predicted triples are logically