Budget-Adaptive Adapter Tuning in Orthogonal Subspaces for Continual Learning in LLMs. - Zhiyi Wan; Wanrou Du; Liang Li; Miao Pan; Xiaoqi Qin (CoRR, 2025)

PAE MobiLLM: Privacy-Aware and Efficient LLM Fine-Tuning on the Mobile Device via Additive Side-Tuning. - Xingke Yang; Liang Li; Zhiyi Wan; Sicong Li; Hao Wang 003; Xiaoqi Qin; Jiang Liu; Tomoaki Ohtsuki; Xin Fu; Miao Pan (CoRR, 2025)