Yibo Yang, Si Liu, Chuan Rao, Bang An, Tiancheng Shen, Philip H. S. Torr, Ming-Hsuan Yang, Bernard Ghanem: Dynamic Context-oriented Decomposition for Task-aware Low-rank Adaptation with Less Forgetting and Faster Convergence. CoRR abs/2506.13187 (2025)