Yang Jian-sheng

1. Chaos is a Ladder: A New Theoretical Understanding of Contrastive Learning via Augmentation Overlap
   2022/03/25 by Yifei Wang, Qi Zhang, Wang, Yifei +7 · 11 citations
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
2. A Message Passing Perspective on Learning Dynamics of Contrastive Learning
   2023/03/08 by Yifei Wang, Qi Zhang, Wang, Yifei +9 · 5 citations
   Computer Science · #Advanced Graph Neural Networks #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications
3. A Unified Contrastive Energy-based Model for Understanding the Generative Ability of Adversarial Training
   2022/03/25 by Yifei Wang, Yisen Wang, Wang, Yifei +5 · 3 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
4. Optimization-Induced Graph Implicit Nonlinear Diffusion
   2022/06/29 by Qi Chen, Chen, Qi, Yifei Wang +7 · 3 citations
   Computer Science · Neuroscience · #Advanced Graph Neural Networks #Brain Tumor Detection and Classification #Machine Learning and ELM