@article{sgnnbenchaholisticevaluationofspikinggra, title = {SGNNBench: A Holistic Evaluation of Spiking Graph Neural Network on Large-scale Graph}, author = {Huizhe Zhang and Jintang Li and Yuchang Zhu and Liang Chen and Li Kuang}, year = {2025}, eprint = {2509.21342}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.21342}, }