Top Ten Challenges Towards Agentic Neural Graph Databases - Jiaxin Bai; Zihao Wang; Yukun Zhou; Hang Yin; Weizhi Fei; Qi Hu; Zheye Deng; Jiayang Cheng; Tianshi Zheng; Hong Ting Tsang; Yisen Gao; Zhongwei Xie; et al. (CoRR, 2025)