Xiliang Yang

On the Computational Tractability of Probabilistic Global and Local Sufficient Explanation

Explainable AI (XAI) seeks to answer the question: which features of the data led a model to make its decision? Sufficient reasons are an important concept for understanding the behaviour of machine learning models, as they identify the key characteristics responsible for the prediction of an indivi