Octopus: History-Free Gradient Orthogonalization for Continual Learning in Multimodal Large Language Models. - Yuehao Liu; Shanyan Guan; Weijia Zhang; Xuanming Shang; Yanhao Ge; Wei Li; Chao Ma 004 (CoRR, 2026)

ACE-LoRA: Adaptive Orthogonal Decoupling for Continual Image Editing. - Yuehao Liu; Weijia Zhang; Xuanming Shang; Zhizhou Chen; Yanhao Ge; Shanyan Guan; Chao Ma 004 (CoRR, 2026)