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Kim, Hoki

  1. Torchattacks: A PyTorch Repository for Adversarial Attacks
    2020/09/24 by Kim, Hoki · 14 citations
    #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  2. Understanding Catastrophic Overfitting in Single-step Adversarial Training
    2020/10/05 by Hoki Kim, Woojin Lee, Kim, Hoki +3 · 5 citations
    Computer Science · Engineering · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Integrated Circuits and Semiconductor Failure Analysis #Ion-surface interactions and analysis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #electronic engineering #information engineering
  3. Are Self-Attentions Effective for Time Series Forecasting?
    2024/05/27 by Kim, Dongbin, Park, Jinseong, Lee, Jaewook +1 · 7 citations
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  4. Stability Analysis of Sharpness-Aware Minimization
    2023/01/16 by Hoki Kim, Kim, Hoki, J.-G. Park +5 · 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 ELM #Stochastic Gradient Optimization Techniques
  5. GradDiv: Adversarial Robustness of Randomized Neural Networks via Gradient Diversity Regularization
    2021/07/06 by Sungyoon Lee, Hoki Kim, Lee, Sungyoon +3 · 2 citations
    Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG)
  6. Differentially Private Sharpness-Aware Training
    2023/06/09 by Park, Jinseong, Kim, Hoki, Choi, Yujin +1 · 2 citations
    #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
  7. Exploring the Effect of Multi-step Ascent in Sharpness-Aware Minimization
    2023/01/27 by Kim, Hoki, Park, Jinseong, Choi, Yujin +2 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
  8. BayesNAM: Leveraging Inconsistency for Reliable Explanations
    2024/11/10 by Kim, Hoki, Park, Jinseong, Choi, Yujin +2 · 1 citation
    #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE)