Fa, Z.; Duan, Y.; Zhang, J.; Qi, L.; Yang, W.; Shi, Y. Decomposing and Composing: Towards Efficient Vision-Language Continual Learning via Rank-1 Expert Pool in a Single LoRA. AAAI 2026, 40, 20985-20993.