@article{knowledgeaugmentationinfederation,
  title = {Knowledge Augmentation in Federation: Rethinking What Collaborative Learning Can Bring Back to Decentralized Data},
  author = {Wentai Wu and Ligang He and Saiqin Long and Ahmed M. Abdelmoniem and Yingliang Wu and Rui Mao},
  year = {2025},
  eprint = {2503.03140},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2503.03140v2},
}