Han, Pengchao

1. Adaptive Gradient Sparsification for Efficient Federated Learning: An Online Learning Approach
   2020/01/14 by Pengchao Han, Han, Pengchao, Shiqiang Wang +3 · 13 citations
   Computer Science · #Distributed #Distributed Sensor Networks and Detection Algorithms #FOS: Computer and information sciences #FOS: Mathematics #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Optimization and Control (math.OC) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
2. Convergence Analysis of Split Federated Learning on Heterogeneous Data
   2024/02/23 by Han, Pengchao, Huang, Chao, Tian, Geng +2 · 7 citations
   #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #and Cluster Computing (cs.DC)
3. Federated Learning While Providing Model as a Service: Joint Training and Inference Optimization
   2023/12/20 by Pengchao Han, Han, Pengchao, Shiqiang Wang +4 · 4 citations
   Computer Science · Social Sciences · #Age of Information Optimization #Distributed #FOS: Computer and information sciences #Human Mobility and Location-Based Analysis #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #and Cluster Computing (cs.DC)
4. FedAL: Black-Box Federated Knowledge Distillation Enabled by Adversarial Learning
   2023/11/28 by Pengchao Han, Han, Pengchao, Xingyan Shi +3 · 3 citations
   Computer Science · #Domain Adaptation and Few-Shot Learning #Machine Learning in Healthcare #Recommender Systems and Techniques
5. Optimization Design for Federated Learning in Heterogeneous 6G Networks
   2023/03/15 by Bing Luo, Luo, Bing, Xiaomin Ouyang +9 · 2 citations
   Computer Science · Engineering · #Advanced MIMO Systems Optimization #Advanced Wireless Communication Technologies #Artificial Intelligence (cs.AI) #Computer Science and Game Theory (cs.GT) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Networking and Internet Architecture (cs.NI) #Parallel #Privacy-Preserving Technologies in Data #and Cluster Computing (cs.DC)
6. Robustness and Diversity Seeking Data-Free Knowledge Distillation
   2020/11/07 by Han, Pengchao, Park, Jihong, Wang, Shiqiang +1 · 1 citation
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Systems and Control (eess.SY) #electronic engineering #information engineering