@inproceedings{gan-etal-2026-denoising, title = "Denoising the Future: Context-Aware Spectral Diffusion for Temporal Knowledge Graph Extrapolation", author = "Gan, Yanglei and He, Peng and Lin, Run and Jiang, Peiyuan and Wang, Yifan and Liu, Qiao", 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.2060/", pages = "46895--46913", ISBN = "979-8-89176-459-0" }