@inproceedings{li-etal-2026-shape, title = "{SHAPE}: Structural Hypergraph Augmentation with Personalized Event Memory for Temporal Knowledge Graph Reasoning", author = "Li, Qing and Lv, Jialin and Song, Jingjing and Fei, Duan and Guo, Zhongwen", 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.1412/", pages = "32251--32265", ISBN = "979-8-89176-459-0" }