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Taylor, Gavin

  1. Visualizing the Loss Landscape of Neural Nets
    2017/12/28 by Li, Hao, Xu, Zheng, Taylor, Gavin +2 · 97 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  2. Adversarial Training for Free!
    2019/04/29 by Shafahi, Ali, Najibi, Mahyar, Ghiasi, Amin +6 · 33 citations
    #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  3. Training Neural Networks Without Gradients: A Scalable ADMM Approach
    2016/05/06 by Gavin Taylor, Ryan Burmeister, Taylor, Gavin +9 · 9 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM #Neural Networks and Applications #Stochastic Gradient Optimization Techniques
  4. Robust Optimization as Data Augmentation for Large-scale Graphs
    2020/10/19 by Kezhi Kong, Guohao Li, Kong, Kezhi +13 · 8 citations
    Computer Science · Neuroscience · Physics and Astronomy · #Advanced Graph Neural Networks #Functional Brain Connectivity Studies #Complex Network Analysis Techniques
  5. MetaPoison: Practical General-purpose Clean-label Data Poisoning
    2020/04/01 by Wei Huang, Huang, W. Ronny, Jonas Geiping +7 · 8 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  6. Witches' Brew: Industrial Scale Data Poisoning via Gradient Matching
    2020/09/04 by Geiping, Jonas, Fowl, Liam, Huang, W. Ronny +4 · 6 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  7. LowKey: Leveraging Adversarial Attacks to Protect Social Media Users from Facial Recognition
    2021/01/20 by Cherepanova, Valeriia, Goldblum, Micah, Foley, Harrison +4 · 6 citations
    #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  8. Transferable Clean-Label Poisoning Attacks on Deep Neural Nets
    2019/05/15 by Chen Zhu, Zhu, Chen, Wei Huang +11 · 5 citations
    Computer Science · #Adversarial Robustness in Machine Learning #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
  9. Adaptive Consensus ADMM for Distributed Optimization
    2017/06/09 by Xu, Zheng, Taylor, Gavin, Li, Hao +3 · 3 citations
    #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Mathematics #Machine Learning (cs.LG) #Numerical Analysis (math.NA) #Systems and Control (eess.SY) #electronic engineering #information engineering
  10. Layer-Specific Adaptive Learning Rates for Deep Networks
    2015/10/15 by Singh, Bharat, De, Soham, Zhang, Yangmuzi +2 · 1 citation
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)