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Guo, Pengxin

  1. Selective Aggregation for Low-Rank Adaptation in Federated Learning
    2024/10/02 by Pengxin Guo, Guo, Pengxin, Shuang Zeng +9 · 15 citations
    Computer Science · Engineering · Neuroscience · #Brain Tumor Detection and Classification #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM #Traffic Prediction and Management Techniques
  2. Multi-Objective Meta Learning
    2021/02/14 by Ye, Feiyang, Lin, Baijiong, Yue, Zhixiong +3 · 4 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  3. Multi-Task Adversarial Attack
    2020/11/19 by Guo, Pengxin, Xu, Yuancheng, Lin, Baijiong +1 · 1 citation
    #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  4. A New Federated Learning Framework Against Gradient Inversion Attacks
    2024/12/10 by Pengxin Guo, Shuang Zeng, Guo, Pengxin +11 · 2 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Privacy-Preserving Technologies in Data #Cryptography and Data Security
  5. Online Test-Time Adaptation of Spatial-Temporal Traffic Flow Forecasting
    2024/01/08 by Pengxin Guo, Guo, Pengxin, Pengfei Jin +7 · 1 citation
    Engineering · Environmental Science · #Air Quality Monitoring and Forecasting #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Signal Processing (eess.SP) #Traffic Prediction and Management Techniques #Vehicle emissions and performance #electronic engineering #information engineering
  6. Tackling Data Heterogeneity in Federated Learning via Loss Decomposition
    2024/08/22 by Zeng, Shuang, Guo, Pengxin, Wang, Shuai +3 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  7. Exploring the Vulnerabilities of Federated Learning: A Deep Dive into Gradient Inversion Attacks
    2025/03/13 by Guo, Pengxin, Wang, Runxi, Zeng, Shuang +7 · 2 citations
    #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences