SAFA-SNN: Sparsity-Aware On-Device Few-Shot Class-Incremental Learning with Fast-Adaptive Structure of Spiking Neural Network - Zhang, Huijing; Cao, Muyang; Jiang, Linshan; Du, Xin; Yu, Di; Lv, Changze; Deng, Shuiguang (International Conference on Learning Representations, 2026)