: One LLM Token for Explicit Graph Structural Understanding - Wu, Jingyao; Lu, Bin; Di, Zijun; Gan, Xiaoying; Jin, Meng; Fu, Luoyi; Wang, Xinbing; Zhou, Chenghu (International Conference on Learning Representations, 2026)