Weight Spectra Induced Efficient Model Adaptation. - Chongjie Si; Xuankun Yang; Muqing Liu; Yadao Wang; Xiaokang Yang 001; Wenbo Su; Bo Zheng 007; Wei Shen 002 (CoRR, 2025)