Towards compositional interpretability for xai

S Tull, R Lorenz, S Clark, I Khan, B Coecke - arxiv preprint arxiv …, 2024 - arxiv.org
Artificial intelligence (AI) is currently based largely on black-box machine learning models
which lack interpretability. The field of eXplainable AI (XAI) strives to address this major …

[PDF][PDF] How Nice is this Functor? Two Squares and Some Homology go a Long Way

BM Bumpus, J Fairbanks, F Genovese… - … of Applied Category …, 2024 - oxford24.github.io
We draw some squares and apply some homology in the hope of classifying different flavors
of functors in a neat way. Our wishes are granted and we obtain homological measures of …

Failures of Compositionality: A Short Note on Cohomology, Sheafification and Lavish Presheaves

BM Bumpus, M Capucci, J Fairbanks… - arxiv preprint arxiv …, 2024 - arxiv.org
In many sciences one often builds large systems out of smaller constituent parts.
Mathematically, to study these systems, one can attach data to the component pieces via a …

On reachability categories, persistence, and commuting algebras of quivers

L Caputi, H Riihimäki - Theory and Applications of Categories, 2024 - tac.mta.ca
For a finite quiver Q, we study the reachability category ReachQ. We investigate the
properties of ReachQ from both a categorical and a topological viewpoint. In particular, we …