@article{canllmsalleviatecatastrophicforgettingin, title = {Can LLMs Alleviate Catastrophic Forgetting in Graph Continual Learning? A Systematic Study}, author = {Ziyang Cheng and ZHIXUN LI and Yuhan Li and Yixin Song and Kangyi Zhao and Dawei Cheng and Jia Li and Jeffrey Xu Yu}, year = {2025}, eprint = {2505.18697}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.18697v1}, }