David Berthelot
- MixMatch: A Holistic Approach to Semi-Supervised Learning
2019/05/06 by David Berthelot, Berthelot, David, Nicholas Carlini +9 · 1 voice · 79 citations
Computer Science · #cs.LG #cs.AI #cs.CV #stat.ML
- FixMatch: Simplifying Semi-Supervised Learning with Consistency and Confidence
2020/01/21 by Kihyuk Sohn, Sohn, Kihyuk, David Berthelot +15 · 158 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #Multimodal Machine Learning Applications #Advanced Neural Network Applications
- BEGAN: Boundary Equilibrium Generative Adversarial Networks
2017/03/31 by David Berthelot, Thomas Schumm, Berthelot, David +3 · 35 citations
Computer Science · #Advanced Image Processing Techniques #Advanced Vision and Imaging #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Normalizing Flows are Capable Generative Models
2024/12/09 by Shuangfei Zhai, Zhai, Shuangfei, Ruixiang Zhang +18 · 2 voices · 34 citations
Engineering · #Reservoir Engineering and Simulation Methods #cs.CV #cs.LG
- High Accuracy and High Fidelity Extraction of Neural Networks
2019/09/03 by Matthew Jagielski, Nicholas Carlini, Jagielski, Matthew +7 · 14 citations
Computer Science · #Adversarial Robustness in Machine Learning #Advanced Malware Detection Techniques #Anomaly Detection Techniques and Applications
- ReMixMatch: Semi-Supervised Learning with Distribution Alignment and Augmentation Anchoring
2019/11/21 by David Berthelot, Nicholas Carlini, Berthelot, David +11 · 10 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) #Machine Learning and Data Classification #Multimodal Machine Learning Applications
- TRACT: Denoising Diffusion Models with Transitive Closure Time-Distillation
2023/03/07 by David Berthelot, Arnaud Autef, Berthelot, David +14 · 13 citations
Computer Science · Medicine · #Advanced Mathematical Modeling in Engineering #Advanced Neuroimaging Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #MRI in cancer diagnosis #Machine Learning (cs.LG)
- Understanding and Improving Interpolation in Autoencoders via an Adversarial Regularizer
2018/07/19 by David Berthelot, Colin Raffel, Berthelot, David +5 · 2 citations
Computer Science · Physics and Astronomy · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks
- Assessing Post-Disaster Damage from Satellite Imagery using Semi-Supervised Learning Techniques
2020/11/24 by Jihyeon Lee, Joseph Z. Xu, Lee, Jihyeon +17 · 2 citations
Computer Science · Medicine · Engineering · #Anomaly Detection Techniques and Applications #Data-Driven Disease Surveillance #Remote-Sensing Image Classification
- Normalizing Trajectory Models
2026/05/08 by Jiatao Gu, Tianrong Chen, Ying Shen +3 · 2 voices
#cs.CV #cs.LG
- Combining MixMatch and Active Learning for Better Accuracy with Fewer Labels
2019/12/02 by Shuang Song, David Berthelot, Song, Shuang +3 · 1 citation
Computer Science · #Machine Learning and Algorithms #Machine Learning and Data Classification #Handwritten Text Recognition Techniques
- STARFlow-V: End-to-End Video Generative Modeling with Normalizing Flows
2025/11/25 by Jiatao Gu, Ying Shen, Gu, Jiatao +15 · 6 citations
Computer Science · Physics and Astronomy · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Model Reduction and Neural Networks
- Mechanisms of Projective Composition of Diffusion Models
2025/02/06 by Arwen Bradley, Bradley, Arwen, Preetum Nakkiran +7 · 1 voice · 2 citations
Computer Science · #Advanced Mathematical Modeling in Engineering