APA (7th ed.) Citation

Wu, Y., Liu, Q., Zhao, Q., Jiang, B., Yang, J., & Cong, Q. (2026). Freeze Deep, Train Shallow: Interpretable Layer Allocation for Continued Pre-Training.

Chicago Style (17th ed.) Citation

Wu, Yu-Hang, Qin-Yuan Liu, Qiu-Yang Zhao, Bo Jiang, Jiang-Feng Yang, and Qing-Wei Cong. Freeze Deep, Train Shallow: Interpretable Layer Allocation for Continued Pre-Training. 2026.

MLA (9th ed.) Citation

Wu, Yu-Hang, et al. Freeze Deep, Train Shallow: Interpretable Layer Allocation for Continued Pre-Training. 2026.