Sanity Checks Revisited: An Exploration to Repair the Model Parameter Randomisation Test

1 code implementation • 12 Jan 2024 • Anna Hedström, Leander Weber, Sebastian Lapuschkin, Marina MC Höhne

The Model Parameter Randomisation Test (MPRT) is widely acknowledged in the eXplainable Artificial Intelligence (XAI) community for its well-motivated evaluative principle: that the explanation function should be sensitive to changes in the parameters of the model function.

Explainable artificial intelligence Explainable Artificial Intelligence (XAI)

ProtoVAE: A Trustworthy Self-Explainable Prototypical Variational Model

1 code implementation • 15 Oct 2022 • Srishti Gautam, Ahcene Boubekki, Stine Hansen, Suaiba Amina Salahuddin, Robert Jenssen, Marina MC Höhne, Michael Kampffmeyer

The need for interpretable models has fostered the development of self-explainable classifiers.