| 2026 | INFOCOM | CoSine: Enhancing LLM Serving via Collaborative and Decoupled Speculative Inference. | Luyao Gao, Jianchun Liu, Xichong Zhang, Guoju Gao, Yunming Liao |
| 2026 | INFOCOM | Optimizing Split Federated Learning through Adaptive Pipeline Parallelism. | Zuan Xie, Yang Xu, Yunming Liao, Junhao Cheng, Jingjing Yang, Ying Zhu |
| 2026 | INFOCOM | A Novel Hat-Shaped Device-Cloud Collaborative Inference Framework for Large Language Models. | Zuan Xie, Yang Xu, Hongli Xu, Yunming Liao, Zhiwei Yao |
| 2025 | EuroPar | MPLS: Stacking Diverse Layers Into One Model for Decentralized Federated Learning. | Yang Xu, Zhiwei Yao, Hongli Xu, Yunming Liao, Zuan Xie |
| 2025 | ICPADS | Federated Fine-Tuning on Heterogeneous Devices with Adaptive Quantization and LoRA Depths. | Qianshu Wang, Yang Xu, Hongli Xu, Liusheng Huang, Yunming Liao, Jun Liu |
| 2024 | CCGRID | Federated Semi-Supervised Learning with Local and Global Updating Frequency Optimization. | Xin Hang, Yang Xu, Hongli Xu, Yunming Liao, Lun Wang |
| 2024 | ICDE | MergeSFL: Split Federated Learning with Feature Merging and Batch Size Regulation. | Yunming Liao, Yang Xu, Hongli Xu, Lun Wang, Zhiwei Yao, Chunming Qiao |
| 2024 | ICPADS | Accelerating Hierarchical Federated Learning with Model Splitting in Edge Computing. | Xiangnan Wang, Yang Xu, Hongli Xu, Zhipeng Sun, Yunming Liao, Ji Qi |
| 2024 | MOBICOM | ParallelSFL: A Novel Split Federated Learning Framework Tackling Heterogeneity Issues. | Yunming Liao, Yang Xu, Hongli Xu, Zhiwei Yao, Liusheng Huang, Chunming Qiao |
| 2023 | INFOCOM | Adaptive Configuration for Heterogeneous Participants in Decentralized Federated Learning. | Yunming Liao, Yang Xu, Hongli Xu, Lun Wang, Chen Qian |
| 2022 | ICDE | Enhancing Federated Learning with Intelligent Model Migration in Heterogeneous Edge Computing. | Jianchun Liu, Yang Xu, Hongli Xu, Yunming Liao, Zhiyuan Wang, He Huang |
| 2022 | ICPADS | Decentralized Federated Learning with Data Feature Transmission and Neighbor Selection. | Wenxiao Lou, Yang Xu, Hongli Xu, Yunming Liao |