@inproceedings{zhou-etal-2026-cognition, title = "Cognition on Graph: Navigating Massive Knowledge Space via Cognitive Cycles and Bidirectional Graph-Text Synergy", author = "Zhou, Gengxian and Xu, Jian and Tang, Zichen and Xiang, Shiming and E, Haihong and Liu, Cheng-Lin", 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.1386/", pages = "31643--31674", ISBN = "979-8-89176-459-0" }