Adaptive Parameter-Efficient Federated Fine-Tuning on Heterogeneous Devices. - Jun Liu 083; Yunming Liao; Hongli Xu; Yang Xu 020; Jianchun Liu; Chen Qian 001 (CoRR, 2024)

YOGA: Adaptive Layer-Wise Model Aggregation for Decentralized Federated Learning. - Jun Liu 083; Jianchun Liu; Hongli Xu; Yunming Liao; Zhiyuan Wang 002; Qianpiao Ma (IEEE/ACM Trans. Netw., 2024)

Resource-Efficient Federated Fine-Tuning Large Language Models for Heterogeneous Data. - Jun Liu 083; Yunming Liao; Hongli Xu; Yang Xu 020 (CoRR, 2025)

Enhancing Semi-Supervised Federated Learning With Progressive Training in Heterogeneous Edge Computing. - Jianchun Liu; Jun Liu 083; Hongli Xu; Yunming Liao; Zhiwei Yao; Min Chen 033; Chen Qian 001 (IEEE Trans. Mob. Comput., 2025)