Renkun Ni

1. Battle of the Backbones: A Large-Scale Comparison of Pretrained Models across Computer Vision Tasks
   2023/10/30 by Micah Goldblum, Goldblum, Micah, Hossein Souri +23 · 1 voice · 16 citations
   Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #cs.CV #cs.LG
2. Certified Defenses for Adversarial Patches
   2020/03/14 by Ping-yeh Chiang, Ping-Yeh Chiang, Renkun Ni +10 · 8 citations
   Computer Science · Mathematics · #Advanced Malware Detection Techniques #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #cs.CR #cs.LG #stat.ML
3. GradInit: Learning to Initialize Neural Networks for Stable and Efficient Training
   2021/02/16 by Chen Zhu, Renkun Ni, Zhu, Chen +11 · 3 citations
   Computer Science · #Advanced Neural Network Applications #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Neural Networks and Applications #Topic Modeling #cs.CL #cs.CV #cs.LG
4. K-SAM: Sharpness-Aware Minimization at the Speed of SGD
   2022/10/23 by Renkun Ni, Ni, Renkun, Ping-yeh Chiang +9 · 3 citations
   Computer Science · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and ELM
5. Unraveling Meta-Learning: Understanding Feature Representations for\n Few-Shot Tasks
   2020/02/16 by Micah Goldblum, Steven Reich, Goldblum, Micah +9 · 2 citations
   Biochemistry, Genetics and Molecular Biology · Computer Science · Engineering · Mathematics · #Artificial intelligence #Cancer-related molecular mechanisms research #Computer Vision and Pattern Recognition (cs.CV) #Computer science #Domain Adaptation and Few-Shot Learning #Engineering #FOS: Computer and information sciences #Feature (linguistics) #Feature learning #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Data Classification #Machine learning #Meta learning (computer science) #Multimodal Machine Learning Applications #Shot (pellet) #Task (project management) #cs.CV #cs.LG #stat.ML
6. Data Augmentation for Meta-Learning
   2020/10/14 by Renkun Ni, Ni, Renkun, Micah Goldblum +7 · 2 citations
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.CV #cs.LG
7. WITCHcraft: Efficient PGD attacks with random step size
   2019/11/18 by Ping-Yeh Chiang, Jonas Geiping, Chiang, Ping-Yeh +11 · 1 citation
   Computer Science · Engineering · Mathematics · #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #FOS: Electrical engineering #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Signal Processing (eess.SP) #cs.CR #cs.CV #cs.LG #eess.SP #electronic engineering #information engineering #stat.ML
8. WrapNet: Neural Net Inference with Ultra-Low-Resolution Arithmetic
   2020/07/26 by Renkun Ni, Ni, Renkun, Hong-min Chu +9 · 1 citation
   Computer Science · Mathematics · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #cs.LG #stat.ML