Elena Agliari

Publication Activity (10 Years)

Years Active: 2010-2024
Publications (10 Years): 19

Top Topics

Boltzmann Machines

Hopfield Networks

Hebbian Learning

Network Effects

Top Venues

Neural Networks

Appl. Math. Comput.

Math. Comput. Simul.

Publications

Elena Agliari, Francesco Alemanno, Miriam Aquaro, Adriano Barra, Fabrizio Durante, Ido Kanter
Hebbian dreaming for small datasets. Neural Networks 173 (2024)
Elena Agliari, Alberto Fachechi, Domenico Luongo
A spectral approach to Hebbian-like neural networks. Appl. Math. Comput. 474 (2024)
Alberto Fachechi, Elena Agliari, Miriam Aquaro, Anthony Coolen, Menno Mulder
Fundamental operating regimes, hyper-parameter fine-tuning and glassiness: towards an interpretable replica-theory for trained restricted Boltzmann machines. CoRR (2024)
Elena Agliari, Francesco Alemanno, Miriam Aquaro, Alberto Fachechi
Regularization, early-stopping and dreaming: A Hopfield-like setup to address generalization and overfitting. Neural Networks 177 (2024)
Alberto Fachechi, Adriano Barra, Elena Agliari, Francesco Alemanno
Outperforming RBM Feature-Extraction Capabilities by "Dreaming" Mechanism. IEEE Trans. Neural Networks Learn. Syst. 35 (1) (2024)
Elena Agliari, Miriam Aquaro, Francesco Alemanno, Alberto Fachechi
Regularization, early-stopping and dreaming: a Hopfield-like setup to address generalization and overfitting. CoRR (2023)
Elena Agliari, Miriam Aquaro, Adriano Barra, Alberto Fachechi, Chiara Marullo
From Pavlov Conditioning to Hebb Learning. Neural Comput. 35 (5) (2023)
Francesco Alemanno, Miriam Aquaro, Ido Kanter, Adriano Barra, Elena Agliari
Supervised Hebbian learning: toward eXplainable AI. CoRR (2022)
Elena Agliari, Francesco Alemanno, Adriano Barra, Giordano De Marzo
The emergence of a concept in shallow neural networks. Neural Networks 148 (2022)
Elena Agliari, Francesca Elisa Leonelli, Chiara Marullo
Storing, learning and retrieving biased patterns. Appl. Math. Comput. 415 (2022)
Francesca Elisa Leonelli, Elena Agliari, Linda Albanese, Adriano Barra
On the effective initialisation for restricted Boltzmann machines via duality with Hopfield model. Neural Networks 143 (2021)
Chiara Marullo, Elena Agliari
Boltzmann Machines as Generalized Hopfield Networks: A Review of Recent Results and Outlooks. Entropy 23 (1) (2021)
Elena Agliari, Francesco Alemanno, Adriano Barra, Alberto Fachechi
Generalized Guerra's interpolation schemes for dense associative neural networks. Neural Networks 128 (2020)
Alberto Fachechi, Elena Agliari, Adriano Barra
Dreaming neural networks: Forgetting spurious memories and reinforcing pure ones. Neural Networks 112 (2019)
Elena Agliari, Adriano Barra, Giulio Landolfi, Sara Murciano, Sarah Perrone
Complex Reaction Kinetics in Chemistry: A Unified Picture Suggested by Mechanics in Physics. Complex. 2018 (2018)
Elena Agliari, Francesco Alemanno, Adriano Barra, Alberto Fachechi
Dreaming neural networks: rigorous results. CoRR (2018)
Alberto Fachechi, Elena Agliari, Adriano Barra
Dreaming neural networks: forgetting spurious memories and reinforcing pure ones. CoRR (2018)
Paolo Sgrignoli, Elena Agliari, Raffaella Burioni, Augusto Schianchi
Instability and network effects in innovative markets. Math. Comput. Simul. 108 (2015)
Elena Agliari, Adriano Barra, Andrea Galluzzi, Francesco Guerra, Daniele Tantari, Flavia Tavani
Hierarchical neural networks perform both serial and parallel processing. Neural Networks 66 (2015)
Paolo Sgrignoli, Elena Agliari, Raffaella Burioni, Augusto Schianchi
Instability and network effects in innovative markets. CoRR (2014)
Elena Agliari, Adriano Barra, Andrea Galluzzi, Daniele Tantari, Flavia Tavani
A Walk in the Statistical Mechanical Formulation of Neural Networks - Alternative Routes to Hebb Prescription. IJCCI (NCTA) (2014)
Elena Agliari, Adriano Barra, Andrea Galluzzi, Marco Isopi
Multitasking attractor networks with neuronal threshold noise. Neural Networks 49 (2014)
Elena Agliari, Adriano Barra, Andrea De Antoni, Andrea Galluzzi
Parallel retrieval of correlated patterns: From Hopfield networks to Boltzmann machines. Neural Networks 38 (2013)
Elena Agliari, Claudia Cioli, Enore Guadagnini
Percolation on correlated random networks CoRR (2011)
Adriano Barra, Elena Agliari
A statistical mechanics approach to Granovetter theory CoRR (2010)
Elena Agliari, Oliver Mülken, Alexander Blumen
Continuous-Time Quantum Walks and Trapping. Int. J. Bifurc. Chaos 20 (2) (2010)