@article{towardseffectivefederatedgraphfoundation, title = {Towards Effective Federated Graph Foundation Model via Mitigating Knowledge Entanglement}, author = {Yinlin Zhu and Xunkai Li and Jishuo Jia and Miao Hu and Di wu and Meikang Qiu}, year = {2025}, eprint = {2505.12684}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.12684v1}, }