SAFA-SNN: Sparsity-Aware On-Device Few-Shot Class-Incremental Learning with Fast-Adaptive Structure of Spiking Neural Network. - Huijing Zhang; Muyang Cao; Linshan Jiang; Xin Du 002; Di Yu 001; Changze Lv; Shuiguang Deng (CoRR, 2025)