Fundamental operating regimes, hyper-parameter fine-tuning and glassiness: towards an interpretable replica-theory for trained restricted Boltzmann machines.

[BibT_eX]

[DOI]

Alberto Fachechi

Elena Agliari

Miriam Aquaro

Anthony Coolen

Menno Mulder

CoRR, 2024

A spectral approach to Hebbian-like neural networks.

[BibT_eX]

[DOI]

Elena Agliari

Alberto Fachechi

Domenico Luongo

Appl. Math. Comput., 2024

2023

From Pavlov Conditioning to Hebb Learning.

[BibT_eX]

[DOI]

Neural Comput., May, 2023

2022

The emergence of a concept in shallow neural networks.

[BibT_eX]

[DOI]

Neural Networks, 2022

Supervised Hebbian learning: toward eXplainable AI.

[BibT_eX]

[DOI]

CoRR, 2022

Storing, learning and retrieving biased patterns.

[BibT_eX]

[DOI]

Elena Agliari

Francesca Elisa Leonelli

Chiara Marullo

Appl. Math. Comput., 2022

2021

On the effective initialisation for restricted Boltzmann machines via duality with Hopfield model.

[BibT_eX]

[DOI]

Francesca Elisa Leonelli

Elena Agliari

Linda Albanese

Adriano Barra

Neural Networks, 2021

Boltzmann Machines as Generalized Hopfield Networks: A Review of Recent Results and Outlooks.

[BibT_eX]

[DOI]

Chiara Marullo

Elena Agliari

Entropy, 2021

2020

Generalized Guerra's interpolation schemes for dense associative neural networks.

[BibT_eX]

[DOI]

Neural Networks, 2020

2019

Dreaming neural networks: Forgetting spurious memories and reinforcing pure ones.

[BibT_eX]

[DOI]

Alberto Fachechi

Elena Agliari

Adriano Barra

Neural Networks, 2019

2018

Dreaming neural networks: rigorous results.

[BibT_eX]

[DOI]

CoRR, 2018

Complex Reaction Kinetics in Chemistry: A Unified Picture Suggested by Mechanics in Physics.

[BibT_eX]

[DOI]

Complex., 2018

2015

Hierarchical neural networks perform both serial and parallel processing.

[BibT_eX]

[DOI]

Neural Networks, 2015

Instability and network effects in innovative markets.

[BibT_eX]

[DOI]

Math. Comput. Simul., 2015

2014

Multitasking attractor networks with neuronal threshold noise.

[BibT_eX]

[DOI]

Neural Networks, 2014

A Walk in the Statistical Mechanical Formulation of Neural Networks - Alternative Routes to Hebb Prescription.

[BibT_eX]

[DOI]

Proceedings of the NCTA 2014 - Proceedings of the International Conference on Neural Computation Theory and Applications, part of IJCCI 2014, Rome, Italy, 22, 2014

2013

Parallel retrieval of correlated patterns: From Hopfield networks to Boltzmann machines.

[BibT_eX]

[DOI]

Neural Networks, 2013

2011

Percolation on correlated random networks

[BibT_eX]