Fundamental Components of Deep Learning: A category-theoretic approach
B Gavranović - arxiv preprint arxiv:2403.13001, 2024 - arxiv.org
Deep learning, despite its remarkable achievements, is still a young field. Like the early
stages of many scientific disciplines, it is marked by the discovery of new phenomena, ad …
stages of many scientific disciplines, it is marked by the discovery of new phenomena, ad …
A categorical semantics for hierarchical Petri nets
We show how a particular variety of hierarchical nets, where the firing of a transition in the
parent net must correspond to an execution in some child net, can be modelled utilizing a …
parent net must correspond to an execution in some child net, can be modelled utilizing a …
[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 …
Nets with Mana: A Framework for Chemical Reaction Modelling
We use categorical methods to define a new flavor of Petri nets where transitions can only
fire a limited number of times, specified by a quantity that we call mana. We do so with …
fire a limited number of times, specified by a quantity that we call mana. We do so with …
A Categorical Semantics for Bounded Petri Nets
We provide a categorical semantics for bounded Petri nets, both in the collective-and
individual-token philosophy. In both cases, we describe the process of bounding a net …
individual-token philosophy. In both cases, we describe the process of bounding a net …
The essence of petri net gluings
Many categorical frameworks have been proposed to formalize the idea of gluing Petri nets
with each other. Such frameworks model net gluings in terms of sharing of resources or …
with each other. Such frameworks model net gluings in terms of sharing of resources or …
for Chemical Reaction Modelling
We use categorical methods to define a new flavor of Petri nets where transitions can only
fire a limited number of times, specified by a quantity that we call mana. We do so with …
fire a limited number of times, specified by a quantity that we call mana. We do so with …