Tutorial Material

You can find our original AAAI 2025 tutorial’s slides here (pptx, pdf).

The slides of the shorter, but updated vesion of this tutorial that we ran at the Neuro-Symbolic AI Summer School 2025 can be found here (pptx, pdf). This talk was inspired in our recent work on “Foundations of Interpretable Models”.

If we get access to a recording of our presentation, we will include it in this section as soon as possible.

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

Citing This Tutorial

If you found this tutorial useful for your research, blogs, or work, we would be grateful if you would cite it as follows:

Barbiero P. and Espinosa Zarlenga M. (2025). Concept-based Interpretable Deep Learning. Tutorial at the Thirty-ninth Annual AAAI Conference on Artificial Intelligence (AAAI). https://conceptlearning.github.io/

Or use the following bibtex entry:

@misc{conceptlearning2025tutorial,
  title        = {Tutorial on Concept-based Interpretable Deep Learning (AAAI-2025)},
  author       = {Espinosa Zarlenga, M. and Barbiero, P.},
  year         = {2025},
  howpublished = {Tutorial at the Thirty-ninth Annual AAAI Conference on Artificial Intelligence (AAAI)}
  url          = {https://conceptlearning.github.io/}
}