21 citations · 26 across the 4 of their papers we have counts for
4 papers
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…
Stochastic facilitation in heteroclinic communication channels
Giovanni Sirio Carmantini, Fabio Schittler Neves, Marc Timme +1
Biological neural systems encode and transmit information as patterns of activity tracing complex trajectories in high-dimensional state-spaces, inspiring alternative paradigms of…
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…
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…