Liao, Yunming

1. MergeSFL: Split Federated Learning with Feature Merging and Batch Size Regulation
   2023/11/22 by Liao, Yunming, Xu, Yang, Xu, Hongli +3 · 4 citations
   #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI) #Parallel #and Cluster Computing (cs.DC)
2. Adaptive Configuration for Heterogeneous Participants in Decentralized Federated Learning
   2022/12/05 by Yunming Liao, Yang Xu, Liao, Yunming +7 · 3 citations
   Computer Science · #Age of Information Optimization #FOS: Computer and information sciences #Networking and Internet Architecture (cs.NI) #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques
3. ParallelSFL: A Novel Split Federated Learning Framework Tackling Heterogeneity Issues
   2024/10/02 by Liao, Yunming, Xu, Yang, Xu, Hongli +3 · 3 citations
   #Distributed #FOS: Computer and information sciences #Parallel #and Cluster Computing (cs.DC)
4. A Novel Hat-Shaped Device-Cloud Collaborative Inference Framework for Large Language Models
   2025/03/23 by Xie, Zuan, Xu, Yang, Xu, Hongli +2 · 3 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
5. Efficient Deployment of Large Language Models on Resource-constrained Devices
   2025/01/05 by Yang Xu, Yao, Zhiwei, Hongli Xu +4 · 2 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Distributed #Distributed and Parallel Computing Systems #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Parallel #Parallel Computing and Optimization Techniques #and Cluster Computing (cs.DC)
6. Collaborative Speculative Inference for Efficient LLM Inference Serving
   2025/03/13 by Luyao Gao, Gao, Luyao, Jianchun Liu +9 · 2 citations
   Computer Science · #Distributed #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Natural Language Processing Techniques #Parallel #Topic Modeling #and Cluster Computing (cs.DC)
7. Resource-Efficient Federated Fine-Tuning Large Language Models for Heterogeneous Data
   2025/03/27 by Jun Liu, Yunming Liao, Liu, Jun +4 · 2 citations
   Computer Science · Decision Sciences · #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling
8. Adaptive Parameter-Efficient Federated Fine-Tuning on Heterogeneous Devices
   2024/12/28 by Jun Liu, Yunming Liao, Liu, Jun +8 · 1 citation
   Computer Science · #Artificial Intelligence (cs.AI) #Cellular Automata and Applications #Distributed #FOS: Computer and information sciences #Networking and Internet Architecture (cs.NI) #Neural Networks and Applications #Parallel #Parallel Computing and Optimization Techniques #and Cluster Computing (cs.DC)