See or Say Graphs: Agent-Driven Scalable Graph Structure Understanding with Vision-Language Models

Shuo Han, Yukun Cao, Zezhong Ding +3

Vision-language models (VLMs) have shown promise in graph structure understanding, but remain limited by input-token constraints, facing scalability bottlenecks and lacking effecti…