Foundations of Interpretable Models

You can find our tutorial slides here (pdf).

The first part of our talk was inspired by our paper on “Foundations of Interpretable Models”.

A recording of our presentation is available here (video).

For a complete bibliography of the topics and works discussed in this tutorial, please refer to our resources section.

Presenters

Mateo Espinosa Zarlenga

University of Oxford, UK

Pietro Barbiero

IBM Research, Switzerland

Citing This Tutorial

If you found this tutorial useful for your research, blogs, or work, please cite it as follows:

Barbiero P. and Espinosa Zarlenga M. (2025). Foundations of Interpretable Models. Tutorial at the Neuro-Symbolic AI Summer School 2025. https://interpretabledeeplearning.github.io/

Or use the following bibtex entry:

@misc{interpretablem2025tutorial,
  title        = {Tutorial on Foundations of Interpretable Models (NeSy-2025)},
  author       = {Barbiero, P. and Espinosa Zarlenga, M.},
  year         = {2025},
  howpublished = {Tutorial at the Neuro-Symbolic AI Summer School 2025},
  url          = {https://interpretabledeeplearning.github.io/}
}