@article{trustworthygnnswithllmsasystematic, title = {Trustworthy GNNs with LLMs: A Systematic Review and Taxonomy}, author = {Ruizhan Xue and Huimin Deng and Fang He and Maojun Wang and Zeyu Zhang}, year = {2025}, eprint = {2502.08353}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2502.08353v1}, }