Alberto Fachechi | Ricerc@Sapienza

Pubblicazioni

Titolo	Pubblicato in	Anno
A spectral approach to Hebbian-like neural networks	APPLIED MATHEMATICS AND COMPUTATION	2024
Regularization, early-stopping and dreaming: A Hopfield-like setup to address generalization and overfitting	NEURAL NETWORKS	2024
From Pavlov Conditioning to Hebb Learning	NEURAL COMPUTATION	2023
Quantifying heterogeneity to drug response in cancer–stroma kinetics	PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA	2023
Outperforming RBM Feature-Extraction Capabilities by "Dreaming" Mechanism	IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS	2022
Nonlinear PDEs approach to statistical mechanics of dense associative memories	JOURNAL OF MATHEMATICAL PHYSICS	2022
A transport equation approach for deep neural networks with quenched random weights	JOURNAL OF PHYSICS. A, MATHEMATICAL AND THEORETICAL	2021
PDE/Statistical Mechanics Duality: Relation Between Guerra’s Interpolated p-Spin Ferromagnets and the Burgers Hierarchy	JOURNAL OF STATISTICAL PHYSICS	2021
Neural Networks with a Redundant Representation: Detecting the Undetectable	PHYSICAL REVIEW LETTERS	2020
Generalized Guerra’s interpolation schemes for dense associative neural networks	NEURAL NETWORKS	2020
Detecting cardiac pathologies via machine learning on heart-rate variability time series and related markers	SCIENTIFIC REPORTS	2020
Analysis of temporal correlation in heart rate variability through maximum entropy principle in a minimal pairwise glassy model	SCIENTIFIC REPORTS	2020
The relativistic Hopfield model with correlated patterns	JOURNAL OF MATHEMATICAL PHYSICS	2020
Interpolating between boolean and extremely high noisy patterns through minimal dense associative memories	JOURNAL OF PHYSICS. A, MATHEMATICAL AND THEORETICAL	2020
Dreaming neural networks: Forgetting spurious memories and reinforcing pure ones	NEURAL NETWORKS	2019
On the Marchenko-Pastur law in analog bipartite spin-glasses	JOURNAL OF PHYSICS. A, MATHEMATICAL AND THEORETICAL	2019
Dreaming neural networks: Rigorous results	JOURNAL OF STATISTICAL MECHANICS: THEORY AND EXPERIMENT	2019
A new mechanical approach to handle generalized Hopfield neural networks	NEURAL NETWORKS	2018
An evolutionary game model for behavioral gambit of loyalists: Global awareness and risk-aversion	EUROPHYSICS LETTERS	2018
Chiral trace relations in Ω-deformed $\mathscr{N}$ = 2 theories	JOURNAL OF PHYSICS. CONFERENCE SERIES	2018