@article{knowledgedrivenaugmentationandretrievalf,
  title = {Knowledge-driven Augmentation and Retrieval for Integrative Temporal Adaptation},
  author = {Weisi Liu and Guangzeng Han and Xiaolei Huang},
  year = {2026},
  eprint = {2604.22098},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2604.22098},
}