Ghassen Jerfel

1. Underspecification Presents Challenges for Credibility in Modern Machine Learning
   2020/11/06 by Alexander D’Amour, Alexander D'Amour, Katherine Heller +81 · 8 voices · 42 citations
   Computer Science · Mathematics · #Explainable Artificial Intelligence (XAI) #Machine Learning in Healthcare #Topic Modeling #cs.LG #stat.ML
2. Measuring Calibration in Deep Learning
   2019/04/02 by Jeremy Nixon, Mike Dusenberry, Nixon, Jeremy +11 · 53 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Machine Learning and Data Classification #Domain Adaptation and Few-Shot Learning
3. Efficient and Scalable Bayesian Neural Nets with Rank-1 Factors
   2020/05/14 by Michael W. Dusenberry, Dusenberry, Michael W., Ghassen Jerfel +13 · 15 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Advanced Neural Network Applications #Anomaly Detection Techniques and Applications
4. Uncertainty Baselines: Benchmarks for Uncertainty & Robustness in Deep Learning
   2021/06/07 by Zachary Nado, Nado, Zachary, Neil Band +49 · 5 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
5. A Simple Approach to Improve Single-Model Deep Uncertainty via Distance-Awareness
   2022/05/01 by Jeremiah Zhe Liu, Shreyas Padhy, Liu, Jeremiah Zhe +17 · 4 citations
   Computer Science · Engineering · #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Fault Detection and Control Systems #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML)
6. Benchmarking Bayesian Deep Learning on Diabetic Retinopathy Detection Tasks
   2022/11/23 by Neil Band, Band, Neil, Tim G. J. Rudner +15 · 4 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
7. Scaling Laws of Motion Forecasting and Planning -- Technical Report
   2025/06/09 by Mustafa Baniodeh, Baniodeh, Mustafa, Kratarth Goel +31 · 7 citations
   Engineering · Computer Science · #Autonomous Vehicle Technology and Safety #Multimodal Machine Learning Applications #Human Motion and Animation
8. Combining Ensembles and Data Augmentation can Harm your Calibration
   2020/10/19 by Yeming Wen, Wen, Yeming, Ghassen Jerfel +11 · 1 citation
   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)