Dusenberry, Michael W.
- Efficient and Scalable Bayesian Neural Nets with Rank-1 Factors
2020/05/14 by Michael W. Dusenberry, Dusenberry, Michael W., Ghassen Jerfel +13 · 23 citations
Computer Science · #Adversarial Robustness in Machine Learning #Advanced Neural Network Applications #Anomaly Detection Techniques and Applications
- Learning the Graphical Structure of Electronic Health Records with Graph\n Convolutional Transformer
2019/06/11 by Edward Choi, Zhen Xu, Choi, Edward +12 · 8 citations
Computer Science · Decision Sciences · #Advanced Graph Neural Networks #Data Quality and Management #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning in Healthcare #Topic Modeling
- Plex: Towards Reliability using Pretrained Large Model Extensions
2022/07/15 by Dustin Tran, Jeremiah Liu, Tran, Dustin +49 · 11 citations
Computer Science · #Multimodal Machine Learning Applications #Topic Modeling #Domain Adaptation and Few-Shot Learning
- Bayesian Layers: A Module for Neural Network Uncertainty
2018/12/10 by Dustin Tran, Tran, Dustin, Michael W. Dusenberry +5 · 6 citations
Computer Science · Physics and Astronomy · #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Model Reduction and Neural Networks #Programming Languages (cs.PL)
- Benchmarking Bayesian Deep Learning on Diabetic Retinopathy Detection Tasks
2022/11/23 by Neil Band, Band, Neil, Tim G. J. Rudner +15 · 8 citations
Computer Science · Medicine · #Advanced Neural Network Applications #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Retinal Imaging and Analysis
- Uncertainty Baselines: Benchmarks for Uncertainty & Robustness in Deep Learning
2021/06/07 by Zachary Nado, Neil Band, Nado, Zachary +49 · 6 citations
Computer Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification
- Combining Ensembles and Data Augmentation can Harm your Calibration
2020/10/19 by Yeming Wen, Wen, Yeming, Ghassen Jerfel +11 · 3 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)