| 2026 | WWW | FedSRD: Sparsify-Reconstruct-Decompose for Communication-Efficient Federated Large Language Models Fine-Tuning. | Guochen Yan, Luyuan Xie, Qingni Shen, Yuejian Fang, Zhonghai Wu |
| 2025 | AAAI | FedVCK: Non-IID Robust and Communication-Efficient Federated Learning via Valuable Condensed Knowledge for Medical Image Analysis. | Guochen Yan, Luyuan Xie, Xinyi Gao, Wentao Zhang, Qingni Shen, Yuejian Fang, Zhonghai Wu |
| 2025 | CVPR | dFLMoE: Decentralized Federated Learning via Mixture of Experts for Medical Data Analysis. | Luyuan Xie, Tianyu Luan, Wenyuan Cai, Guochen Yan, Zhaoyu Chen, Nan Xi, Yuejian Fang, Qingni Shen, Zhonghai Wu, Junsong Yuan |
| 2024 | ECCV | Divide and Fuse: Body Part Mesh Recovery from Partially Visible Human Images. | Tianyu Luan, Zhongpai Gao, Luyuan Xie, Abhishek Sharma, Hao Ding, Benjamin Planche, Meng Zheng, Ange Lou, Terrence Chen, Junsong Yuan, Ziyan Wu |
| 2024 | ICASSP | TRLS: A Time Series Representation Learning Framework Via Spectrogram for Medical Signal Processing. | Luyuan Xie, Cong Li, Xin Zhang, Shengfang Zhai, Yuejian Fang, Qingni Shen, Zhonghai Wu |
| 2024 | ICML | MH-pFLID: Model Heterogeneous personalized Federated Learning via Injection and Distillation for Medical Data Analysis. | Luyuan Xie, Manqing Lin, Tianyu Luan, Cong Li, Yuejian Fang, Qingni Shen, Zhonghai Wu |
| 2024 | MICCAI | pFLFE: Cross-silo Personalized Federated Learning via Feature Enhancement on Medical Image Segmentation. | Luyuan Xie, Manqing Lin, Siyuan Liu, ChenMing Xu, Tianyu Luan, Cong Li, Yuejian Fang, Qingni Shen, Zhonghai Wu |
| 2024 | MICCAI | MH-pFLGB: Model Heterogeneous Personalized Federated Learning via Global Bypass for Medical Image Analysis. | Luyuan Xie, Manqing Lin, ChenMing Xu, Tianyu Luan, Zhipeng Zeng, Wenjun Qian, Cong Li, Yuejian Fang, Qingni Shen, Zhonghai Wu |
| 2023 | MICCAI | SHISRCNet: Super-Resolution and Classification Network for Low-Resolution Breast Cancer Histopathology Image. | Luyuan Xie, Cong Li, Zirui Wang, Xin Zhang, Boyan Chen, Qingni Shen, Zhonghai Wu |