Taming the Untamed: Graph-Based Knowledge Retrieval and Reasoning for MLLMs to Conquer the Unknown. - Bowen Wang; Zhouqiang Jiang; Yasuaki Susumu; Shotaro Miwa; Tianwei Chen; Yuta Nakashima (CoRR, 2025)