@article{cognisnnenablingneuronexpandabilitypathw, title = {CogniSNN: Enabling Neuron-Expandability, Pathway-Reusability, and Dynamic-Configurability with Random Graph Architectures in Spiking Neural Networks}, author = {Yongsheng Huang and Peibo Duan and Yujie Wu and Kai Sun and Zhipeng Liu and Changsheng Zhang and Bin Zhang and Mingkun Xu}, year = {2025}, eprint = {2512.11743}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.11743}, }