Frederik Pahde

1. Navigating Neural Space: Revisiting Concept Activation Vectors to Overcome Directional Divergence
   2022/02/07 by Frederik Pahde, Pahde, Frederik, Dreyer, Maximilian +10 · 6 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Time Series Analysis and Forecasting
2. From Hope to Safety: Unlearning Biases of Deep Models via Gradient Penalization in Latent Space
   2023/08/18 by Maximilian Dreyer, Frederik Pahde, Dreyer, Maximilian +7 · 5 citations
   Computer Science · Medicine · #Artificial Intelligence (cs.AI) #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Computers and Society (cs.CY) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare
3. Reveal to Revise: An Explainable AI Life Cycle for Iterative Bias Correction of Deep Models
   2023/03/22 by Frederik Pahde, Pahde, Frederik, Maximilian Dreyer +5 · 3 citations
   Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Radiomics and Machine Learning in Medical Imaging
4. Reactive Model Correction: Mitigating Harm to Task-Relevant Features via Conditional Bias Suppression
   2024/04/15 by Dilyara Bareeva, Bareeva, Dilyara, Maximilian Dreyer +7 · 2 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
5. Optimizing Explanations by Network Canonization and Hyperparameter Search
   2022/11/30 by Frederik Pahde, Galip Ümit Yolcu, Pahde, Frederik +7 · 1 citation
   Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG)