Robots that specialize and make exchanges. - Domenico Parisi; Giovanni Sirio Carmantini (ALIFE, 2013)

Machine learning of visual object categorization: an application of the SUSTAIN model. - Giovanni Sirio Carmantini; Angelo Cangelosi; Andy J. Wills (CogSci, 2014)

Turing Computation with Recurrent Artificial Neural Networks. - Giovanni S. Carmantini; Peter beim Graben; Mathieu Desroches; Serafim Rodrigues (CoCo@NIPS, 2015)

A modular architecture for transparent computation in recurrent neural networks. - Giovanni S. Carmantini; Peter beim Graben; Mathieu Desroches; Serafim Rodrigues (Neural Networks, 2017)

Dynamical systems theory for transparent symbolic computation in neuronal networks. - Giovanni Sirio Carmantini (2017)

Stochastic facilitation in heteroclinic communication channels. - Giovanni Sirio Carmantini; Fabio Schittler Neves; Marc Timme; Serafim Rodrigues (CoRR, 2021)

Invariants for neural automata. - Jone Uria-Albizuri; Giovanni Sirio Carmantini; Peter beim Graben; Serafim Rodrigues (CoRR, 2023)