Towards compositional interpretability for xai
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 …
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
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 …
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
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 …
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 …
properties of ReachQ from both a categorical and a topological viewpoint. In particular, we …