Sani Muhamad Isa

Temporal-spatial reasoning over hypergraph knowledge structures for multimodal retrieval-augmented generation

Abstract Existing graph-based retrieval-augmented generation (RAG) systems represent knowledge with binary relations and rely primarily on semantic similarity for retrieval. This design struggles with multimodal queries requiring temporal constraints, spatial relationships, or hi...