activity
20192023
most citedInterpretable Graph Networks Formulate Universal Algebra Conjectures

1 citations · 3 across the 8 of their papers we have counts for

collaborators

10 papers

cs.LG2023★ 1 cited

Interpretable Graph Networks Formulate Universal Algebra Conjectures

Francesco Giannini, Stefano Fioravanti, Oguzhan Keskin +4

The rise of Artificial Intelligence (AI) recently empowered researchers to investigate hard mathematical problems which eluded traditional approaches for decades. Yet, the use of A…

cs.AI2023★ 1 cited

Categorical Foundations of Explainable AI: A Unifying Theory

Pietro Barbiero, Stefano Fioravanti, Francesco Giannini +3

Explainable AI (XAI) aims to address the human need for safe and reliable AI systems. However, numerous surveys emphasize the absence of a sound mathematical formalization of key X…

cs.AI2023

Enhancing Embedding Representations of Biomedical Data using Logic Knowledge

Michelangelo Diligenti, Francesco Giannini, Stefano Fioravanti +3

Knowledge Graph Embeddings (KGE) have become a quite popular class of models specifically devised to deal with ontologies and graph structure data, as they can implicitly encode st…

math.RA2023★ 1 cited

On Freese's technique

Paolo Aglianò, Stefano Bartali, Stefano Fioravanti

In this paper we explore some applications of a certain technique (that we call the Freese's technique), which is a tool for identifying certain lattices as sublattices of the cong…

math.RA2023

On properties described by terms in commutator relation

Stefano Fioravanti

We investigate properties of varieties of algebras described by a novel concept of equation that we call \emph{commutator equation}. A commutator equation is a relaxation of the st…

math.RA2020

Expansions of abelian squarefree groups

Stefano Fioravanti

We investigate finitary functions from to for a squarefree number . We show that the lattice of all clones on the squarefree set $\mathbb{Z}_{p…

math.RA2020

Closed sets of finitary functions between products of finite fields of coprime order

Stefano Fioravanti

We investigate the finitary functions from a finite product of finite fields to a finite product of finite fields $\prod_{i =1}^n\math…

math.RA2020

Mal'cev conditions corresponding to identities for compatible reflexive relations

Stefano Fioravanti

We investigate Mal'cev conditions described by equations whose variables runs over the set of all compatible reflexive relations. Let be an equation in the language $\{\…

math.RA2020

Clones containing the Mal'cev operation of

Stefano Fioravanti

We investigate finitary functions from to for two distinct prime numbers and . We show that the lattice of all clones on the set $\mathbb…

math.RA2019

Closed sets of finitary functions between finite fields of coprime order

Stefano Fioravanti

We investigate the finitary functions from a finite field to the finite field , where and are powers of different primes. An $(\mathbb{F}_p,\ma…