Dong, Y.; Wang, R.; Liu, G.; Zhu, B.; Cheng, X.; Gao, Z.; Feng, P.
A Federated Fine-Tuning Framework for Large Language Models via Graph Representation Learning and Structural Segmentation. Mathematics 2025, 13, 3201.
https://doi.org/10.3390/math13193201
AMA Style
Dong Y, Wang R, Liu G, Zhu B, Cheng X, Gao Z, Feng P.
A Federated Fine-Tuning Framework for Large Language Models via Graph Representation Learning and Structural Segmentation. Mathematics. 2025; 13(19):3201.
https://doi.org/10.3390/math13193201
Chicago/Turabian Style
Dong, Yuxin, Ruotong Wang, Guiran Liu, Binrong Zhu, Xiaohan Cheng, Zijun Gao, and Pengbin Feng.
2025. "A Federated Fine-Tuning Framework for Large Language Models via Graph Representation Learning and Structural Segmentation" Mathematics 13, no. 19: 3201.
https://doi.org/10.3390/math13193201
APA Style
Dong, Y., Wang, R., Liu, G., Zhu, B., Cheng, X., Gao, Z., & Feng, P.
(2025). A Federated Fine-Tuning Framework for Large Language Models via Graph Representation Learning and Structural Segmentation. Mathematics, 13(19), 3201.
https://doi.org/10.3390/math13193201