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Defang Chen

  1. Knowledge Distillation with the Reused Teacher Classifier
    2022/03/26 by Defang Chen, Chen, Defang, Jian-Ping Mei +9 · 15 citations
    Computer Science · #Advanced Neural Network Applications #Multimodal Machine Learning Applications #Machine Learning and Data Classification
  2. Fast ODE-based Sampling for Diffusion Models in Around 5 Steps
    2023/11/30 by Zhenyu Zhou, Zhou, Zhenyu, Defang Chen +5 · 17 citations
    Physics and Astronomy · Medicine · Computer Science · #Model Reduction and Neural Networks #Advanced Neuroimaging Techniques and Applications #Advanced Mathematical Modeling in Engineering
  3. Online Knowledge Distillation with Diverse Peers
    2019/12/01 by Defang Chen, Jian-Ping Mei, Chen, Defang +7 · 9 citations
    Computer Science · #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications #Machine Learning and ELM
  4. On the Trajectory Regularity of ODE-based Diffusion Sampling
    2024/05/18 by Defang Chen, Chen, Defang, Zhenyu Zhou +7 · 9 citations
    Decision Sciences · Engineering · Mathematics · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Numerical methods in inverse problems #Probabilistic and Robust Engineering Design #Ultrasonics and Acoustic Wave Propagation
  5. Simple and Fast Distillation of Diffusion Models
    2024/09/29 by Zhenyu Zhou, Defang Chen, Zhou, Zhenyu +7 · 10 citations
    Engineering · #Advanced Control Systems Optimization #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Field-Flow Fractionation Techniques #Process Optimization and Integration
  6. Confidence-Aware Multi-Teacher Knowledge Distillation
    2021/12/30 by Hailin Zhang, Defang Chen, Zhang, Hailin +3 · 4 citations
    Computer Science · #Artificial Intelligence (cs.AI) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Online Learning and Analytics
  7. Adaptive Multi-Teacher Knowledge Distillation with Meta-Learning
    2023/06/11 by Hailin Zhang, Zhang, Hailin, Defang Chen +3 · 5 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Educational Technology and Assessment #FOS: Computer and information sciences #Online Learning and Analytics
  8. Label-Efficient Domain Generalization via Collaborative Exploration and Generalization
    2022/08/07 by Junkun Yuan, Yuan, Junkun, Xu Ma +9 · 3 citations
    Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications
  9. Collaborative Semantic Aggregation and Calibration for Federated Domain Generalization
    2021/10/13 by Junkun Yuan, Yuan, Junkun, Xu Ma +9 · 2 citations
    Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Privacy-Preserving Technologies in Data
  10. A Geometric Perspective on Diffusion Models
    2023/05/31 by Defang Chen, Zhenyu Zhou, Chen, Defang +9 · 1 citation
    Computer Science · Mathematics · Physics and Astronomy · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Mathematical Biology Tumor Growth #Model Reduction and Neural Networks
  11. Knowledge Translation: A New Pathway for Model Compression
    2024/01/11 by Wujie Sun, Sun, Wujie, Defang Chen +9 · 1 voice
    #cs.LG #cs.AI #cs.CV