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, 2460.
https://doi.org/10.3390/math13152460
AMA Style
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
Chicago/Turabian Style
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
APA Style
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
