Fig. 18: Graphic summary of explanation evaluation core ideas. | npj Computational Materials

Fig. 18: Graphic summary of explanation evaluation core ideas.

From: Explainable machine learning in materials science

Fig. 18

An explanation should first be evaluated with a simple use case where the ground truth is clear and the explanation quality can be easily determined. A good explanation should be useful, robust, simple, and sensitive.

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