@article{denoisingthefuturecontextawarespectraldi,
  title = {Denoising the Future: Context-Aware Spectral Diffusion for Temporal Knowledge Graph Extrapolation},
  author = {Yanglei Gan and Peng He and Run Lin and Peiyuan Jiang and Yifan Wang and Qiao Liu},
  year = {2026},
  eprint = {2608.20804},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2608.20804},
}