Order Article Reprints

Xu J, Gao J, Liu X, Yang G, Liu J, Long Y, Huang Z, Yang K. CPEL: A Causality-Aware, Parameter-Efficient Learning Framework for Adaptation of Large Language Models with Case Studies in Geriatric Care and Beyond. Mathematics. 2025; 13(15):2460. https://doi.org/10.3390/math13152460

Xu, Jinzhong, Junyi Gao, Xiaoming Liu, Guan Yang, Jie Liu, Yang Long, Ziyue Huang, and Kai Yang. 2025. "CPEL: A Causality-Aware, Parameter-Efficient Learning Framework for Adaptation of Large Language Models with Case Studies in Geriatric Care and Beyond" Mathematics 13, no. 15: 2460. https://doi.org/10.3390/math13152460

Xu, J., Gao, J., Liu, X., Yang, G., Liu, J., Long, Y., Huang, Z., & Yang, K. (2025). CPEL: A Causality-Aware, Parameter-Efficient Learning Framework for Adaptation of Large Language Models with Case Studies in Geriatric Care and Beyond. Mathematics, 13(15), 2460. https://doi.org/10.3390/math13152460