Interpretability versus Explainability

Prof. Dr. Mirco Schoenfeld

It’s your turn

How are interpretable machine learning and
explainable artificial intelligence (XAI) related to each other?

Highlight the key concepts of XAI and outline central differences and similarities.

For a definition of XAI, please refer to a recent paper by Longo et al. (2024)
https://www.sciencedirect.com/science/article/pii/S1566253524000794#sec2

References

Longo, Luca, Mario Brcic, Federico Cabitza, Jaesik Choi, Roberto Confalonieri, Javier Del Ser, Riccardo Guidotti, et al. 2024. “Explainable Artificial Intelligence (XAI) 2.0: A Manifesto of Open Challenges and Interdisciplinary Research Directions.” Information Fusion 106 (June): 102301. https://doi.org/10.1016/j.inffus.2024.102301.