Weber, Leander

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. Beyond Explaining: Opportunities and Challenges of XAI-Based Model Improvement
   2022/03/15 by Leander Weber, Weber, Leander, Sebastian Lapuschkin +5 · 4 citations
   Computer Science · Decision Sciences · #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Data Classification #Stock Market Forecasting Methods
3. Shortcomings of Top-Down Randomization-Based Sanity Checks for Evaluations of Deep Neural Network Explanations
   2022/11/22 by Alexander Binder, Leander Weber, Binder, Alexander +9 · 5 citations
   Computer Science · Materials Science · #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI) #Machine Learning in Materials Science
4. Sanity Checks Revisited: An Exploration to Repair the Model Parameter Randomisation Test
   2024/01/12 by Anna Karin Hedström, Hedström, Anna, Leander Weber +5 · 4 citations
   Computer Science · Economics, Econometrics and Finance · #Artificial Intelligence (cs.AI) #Credit Risk and Financial Regulations #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Methodology (stat.ME)
5. Explain to Not Forget: Defending Against Catastrophic Forgetting with XAI
   2022/05/04 by Sami Ede, Serop Baghdadlian, Ede, Sami +7 · 3 citations
   Computer Science · #Domain Adaptation and Few-Shot Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
6. A Fresh Look at Sanity Checks for Saliency Maps
   2024/05/03 by Anna Karin Hedström, Leander Weber, Hedström, Anna +5 · 2 citations
   Computer Science · Psychology · Engineering · #Visual Attention and Saliency Detection #Color perception and design #Design Education and Practice
7. Measurably Stronger Explanation Reliability via Model Canonization
   2022/02/14 by Franz Motzkus, Leander Weber, Motzkus, Franz +3 · 1 citation
   Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling