@inproceedings{zhu-etal-2026-llm-gnn, title = "{LLM} as {GNN}: Graph Vocabulary Learning for Text-Attributed Graph Foundation Models", author = "Zhu, Xi and Xue, Haochen and Zhao, Ziwei and Xu, Wujiang and Huang, Ching-Yuen and Guo, Minghao and Wang, Qifan and Zhou, Kaixiong and Razzak, Imran and Zhang, Yongfeng", editor = "Lee, Hung-Yi and Dev, Sunipa and Li, Jessy and Elliott, Desmond", booktitle = "Proceedings of the 2026 Conference on Empirical Methods in Natural Language Processing", month = oct, year = "2026", address = "Budapest, Hungary", publisher = "Association for Computational Linguistics", url = "https://aclanthology.org/2026.emnlp-main.929/", pages = "21373--21394", ISBN = "979-8-89176-459-0" }