Do not explain without context: addressing the blind spot of model explanations

no code implementations • 28 May 2021 • Katarzyna Woźnica, Katarzyna Pękala, Hubert Baniecki, Wojciech Kretowicz, Elżbieta Sienkiewicz, Przemysław Biecek

The increasing number of regulations and expectations of predictive machine learning models, such as so called right to explanation, has led to a large number of methods promising greater interpretability.

BIG-bench Machine Learning Explainable Artificial Intelligence (XAI)