Kim, Hoki
- 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)
- 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
- 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)
- 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
- 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)
- 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)
- 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)
- 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)