The Primacy of Magnitude in Low-Rank Adaptation - Zhang, Zicheng; Li, Haoran; Zhang, Yifeng; Gong, Guoqiang; Wang, Jiaxing; Hu, Junxing; Liu, Pengzhang; Jiang, Qixia (Advances in Neural Information Processing Systems, 2025)