Li, Z.; Wang, Y.; Xiong, C.; Xia, Y.; Hou, X.; Zhao, Y.; Zhang, M.; Xiao, K.; Yang, B. MacVQA: Adaptive Memory Allocation and Global Noise Filtering for Continual Visual Question Answering. AAAI 2026, 40, 31888-31896.