An Optimal Control View of LoRA and Binary Controller Design for Vision Transformers. - Chi Zhang 007; Jingpu Cheng; Qianxiao Li (ECCV (53), 2024)

Parameter-Efficient Fine-Tuning with Controls. - Chi Zhang 007; Jingpu Cheng; Yanyu Xu; Qianxiao Li (ICML, 2024)

Interpolation, Approximation, and Controllability of Deep Neural Networks. - Jingpu Cheng; Qianxiao Li; Ting Lin; Zuowei Shen (SIAM J. Control. Optim., 2025)

A unified framework on the universal approximation of transformer-type architectures. - Jingpu Cheng; Qianxiao Li; Ting Lin; Zuowei Shen (CoRR, 2025)