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Chen, Huancheng

  1. The Best of Both Worlds: Accurate Global and Personalized Models through Federated Learning with Data-Free Hyper-Knowledge Distillation
    2023/01/21 by Huancheng Chen, Chen, Huancheng, Johnny +3 · 5 citations
    Computer Science · #Privacy-Preserving Technologies in Data #Machine Learning in Healthcare #Domain Adaptation and Few-Shot Learning
  2. Federated Learning in Non-IID Settings Aided by Differentially Private Synthetic Data
    2022/06/01 by Huancheng Chen, Haris Vikalo, Chen, Huancheng +1 · 1 citation
    Computer Science · #Cryptography and Security (cs.CR) #Distributed #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
  3. Mixed-Precision Quantization for Federated Learning on Resource-Constrained Heterogeneous Devices
    2023/11/29 by Huancheng Chen, Chen, Huancheng, Haris Vikalo +1 · 1 citation
    Computer Science · #Distributed #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Parallel #Privacy-Preserving Technologies in Data #Stochastic Gradient Optimization Techniques #and Cluster Computing (cs.DC)
  4. Training-Free Layout-to-Image Generation with Marginal Attention Constraints
    2024/11/15 by Chen, Huancheng, Li, Jingtao, Zhuang, Weiming +2 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
  5. Replay-Free Continual Low-Rank Adaptation with Dynamic Memory
    2024/11/01 by Huancheng Chen, Chen, Huancheng, Jingtao Li +7 · 1 citation
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Speech Recognition and Synthesis #Speech and Audio Processing