Joost van Amersfoort

Publications by Year

Research Areas

Adversarial Robustness in Machine Learning, Anomaly Detection Techniques and Applications, Machine Learning and Algorithms, Machine Learning and Data Classification, Fault Detection and Control Systems

Most-Cited Works

• → Uncertainty Estimation Using a Single Deep Deterministic Neural Network(2020)233 cited
• → BatchBALD: Efficient and Diverse Batch Acquisition for Deep Bayesian Active Learning(2019)192 cited
• → Gemma 2: Improving Open Language Models at a Practical Size(2024)127 cited
• → Deep Deterministic Uncertainty: A New Simple Baseline(2023)78 cited
• → On Feature Collapse and Deep Kernel Learning for Single Forward Pass Uncertainty(2021)56 cited
• → Mixtures of large-scale dynamic functional brain network modes(2022)47 cited
• Deterministic Neural Networks with Appropriate Inductive Biases Capture Epistemic and Aleatoric Uncertainty(2021)
• → Plex: Towards Reliability using Pretrained Large Model Extensions(2022)38 cited