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Alberto Fachechi
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2020 – today
- 2024
- [j7]Elena Agliari, Alberto Fachechi, Domenico Luongo:
A spectral approach to Hebbian-like neural networks. Appl. Math. Comput. 474: 128689 (2024) - [j6]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: 106389 (2024) - [j5]Alberto Fachechi, Adriano Barra, Elena Agliari, Francesco Alemanno:
Outperforming RBM Feature-Extraction Capabilities by "Dreaming" Mechanism. IEEE Trans. Neural Networks Learn. Syst. 35(1): 1172-1181 (2024) - [i5]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 abs/2406.09924 (2024) - 2023
- [j4]Elena Agliari, Miriam Aquaro, Adriano Barra, Alberto Fachechi, Chiara Marullo:
From Pavlov Conditioning to Hebb Learning. Neural Comput. 35(5): 930-957 (2023) - [i4]Elena Agliari, Miriam Aquaro, Francesco Alemanno, Alberto Fachechi:
Regularization, early-stopping and dreaming: a Hopfield-like setup to address generalization and overfitting. CoRR abs/2308.01421 (2023) - 2020
- [j3]Elena Agliari, Francesco Alemanno, Adriano Barra, Alberto Fachechi:
Generalized Guerra's interpolation schemes for dense associative neural networks. Neural Networks 128: 254-267 (2020)
2010 – 2019
- 2019
- [j2]Alberto Fachechi, Elena Agliari, Adriano Barra:
Dreaming neural networks: Forgetting spurious memories and reinforcing pure ones. Neural Networks 112: 24-40 (2019) - 2018
- [j1]Adriano Barra, Matteo Beccaria, Alberto Fachechi:
A new mechanical approach to handle generalized Hopfield neural networks. Neural Networks 106: 205-222 (2018) - [i3]Adriano Barra, Matteo Beccaria, Alberto Fachechi:
A relativistic extension of Hopfield neural networks via the mechanical analogy. CoRR abs/1801.01743 (2018) - [i2]Alberto Fachechi, Elena Agliari, Adriano Barra:
Dreaming neural networks: forgetting spurious memories and reinforcing pure ones. CoRR abs/1810.12217 (2018) - [i1]Elena Agliari, Francesco Alemanno, Adriano Barra, Alberto Fachechi:
Dreaming neural networks: rigorous results. CoRR abs/1812.09077 (2018) - 2017
- [c1]E. Alfinito, Matteo Beccaria, Alberto Fachechi, G. Macorini:
Probing Complexity with Epidemics: A New Reactive Immunization Strategy. COMPLEXIS 2017: 116-123
Coauthor Index
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