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G. Carmantini

4 papers hereh-index 339 citations9 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author3
  • middle author1

Across the 4 of 4 papers where every author was matched, so the position is known.

fields
  • cs.NE3
  • q-bio.NC1

identity via Semantic Scholar / OpenAlex

activity
20152023
most citedA modular architecture for transparent computation in Recurrent Neural Networks

21 citations · 26 across the 4 of their papers we have counts for

collaborators
Showing cs.NEShow all

3 papers · 1 filter

cs.NE2023

Invariants for neural automata

Jone Uria-Albizuri, Giovanni Sirio Carmantini, Peter beim Graben +1

Computational modeling of neurodynamical systems often deploys neural networks and symbolic dynamics. A particular way for combining these approaches within a framework called vect…

cs.NE2016★ 21 cited

A modular architecture for transparent computation in Recurrent Neural Networks

Giovanni Sirio Carmantini, Peter beim Graben, Mathieu Desroches +1

Computation is classically studied in terms of automata, formal languages and algorithms; yet, the relation between neural dynamics and symbolic representations and operations is s…

cs.NE2015★ 4 cited

Turing Computation with Recurrent Artificial Neural Networks

Giovanni S Carmantini, Peter beim Graben, Mathieu Desroches +1

We improve the results by Siegelmann & Sontag (1995) by providing a novel and parsimonious constructive mapping between Turing Machines and Recurrent Artificial Neural Networks, ba…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.