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Pengchao Han

  1. Adaptive Gradient Sparsification for Efficient Federated Learning: An Online Learning Approach
    2020/01/14 by Pengchao Han, Shiqiang Wang, Han, Pengchao +3 · 11 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. 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)
  3. FedAL: Black-Box Federated Knowledge Distillation Enabled by Adversarial Learning
    2023/11/28 by Pengchao Han, Xingyan Shi, Han, Pengchao +3 · 3 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #Machine Learning in Healthcare #Recommender Systems and Techniques