2 papers
cs.LG2025
LIMEtree: Consistent and Faithful Surrogate Explanations of Multiple Classes
Kacper Sokol, Peter Flach
Explainable artificial intelligence provides tools to better understand predictive models and their decisions, but many such methods are limited to producing insights with respect…
cs.LG2024
Interpretable Representations in Explainable AI: From Theory to Practice
Kacper Sokol, Peter Flach
Interpretable representations are the backbone of many explainers that target black-box predictive systems based on artificial intelligence and machine learning algorithms. They tr…