Machine Learning and Knowledge Extraction

Controllable AI - An alternative to trustworthiness in complex AI systems?.- Efficient approximation of Asymmetric Shapley Values using Functional Decomposition.- Domain-Specific Evaluation of Visual Explanations for Application-Grounded Facial Expression Recognition.- Human-in-the-Loop Integration of Domain-Knowledge Graphs for Explainable and Federated Deep Learning.- The Tower of Babel in explainable Artificial Intelligence (XAI).- Hyper-Stacked: Scalable and Distributed Approach to AutoML for Big Data.- Transformers are Short-text Classifiers.- Reinforcement Learning with Temporal-Logic-Based Causal Diagrams.- Using Machine Learning to Generate an ESG Dictionary.- Let me think! Investigating the effect of explanations feeding doubts about the AI advice.- Enhancing Trust in Machine Learning Systems by Formal Methods.- Sustainability Effects of Robust and Resilient Artificial Intelligence.- The Split Matters: Flat Minima Methodsfor Improving the Performance of GNNs.- Probabilistic framework based on Deep Learning for differentiating ultrasound movie view planes.- Standing Still is Not An Option: Alternative Baselines for Attainable Utility Preservation.- Memorization of Named Entities in Fine-tuned BERT Models.- Event and Entity Extraction from Generated Video Captions.- Fine-Tuning Language Models for Scientific Writing Support.