@article{safasnnsparsityawareondevicefewshotclass, title = {SAFA-SNN: Sparsity-Aware On-Device Few-Shot Class-Incremental Learning with Fast-Adaptive Structure of Spiking Neural Network}, author = {Huijing Zhang and Muyang Cao and Linshan Jiang and Xin Du and Di Yu and Changze Lv and Shuiguang Deng}, year = {2025}, eprint = {2510.03648}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.03648}, }