APA (7th ed.) Citation

Xu, Y., Liang, Y., Dai, S., Hu, T., Chan, T. N., & Ma, C. (2026). Understanding and Guiding Layer Placement in Parameter-Efficient Fine-Tuning of Large Language Models.

Chicago Style (17th ed.) Citation

Xu, Yichen, Yuyang Liang, Shan Dai, Tianyang Hu, Tsz Nam Chan, and Chenhao Ma. Understanding and Guiding Layer Placement in Parameter-Efficient Fine-Tuning of Large Language Models. 2026.

MLA (9th ed.) Citation

Xu, Yichen, et al. Understanding and Guiding Layer Placement in Parameter-Efficient Fine-Tuning of Large Language Models. 2026.