Francesco Zamponi | Ricerc@Sapienza

Pubblicazioni

Titolo	Pubblicato in	Anno
Scaling regimes and fluctuations of observables in computer glasses approaching the unjamming transition	THE JOURNAL OF CHEMICAL PHYSICS	2024
Towards parsimonious generative modeling of RNA families	NUCLEIC ACIDS RESEARCH	2024
The nature of non-phononic excitations in disordered systems	NATURE COMMUNICATIONS	2024
Creating equilibrium glassy states via random particle bonding	JOURNAL OF STATISTICAL MECHANICS: THEORY AND EXPERIMENT	2024
Unlearning regularization for Boltzmann machines	MACHINE LEARNING: SCIENCE AND TECHNOLOGY	2024
Understanding epistatic networks in the B1 β-lactamases through coevolutionary statistical modeling and deep mutational scanning	NATURE COMMUNICATIONS	2024
Emergent time scales of epistasis in protein evolution	PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA	2024
Ductile-to-brittle transition and yielding in soft amorphous materials: perspectives and open questions	SOFT MATTER	2024
Microscopic observation of two-level systems in a metallic glass model	THE JOURNAL OF CHEMICAL PHYSICS	2023
Creating bulk ultrastable glasses by random particle bonding	NATURE COMMUNICATIONS	2023
Machine-learning-assisted Monte Carlo fails at sampling computationally hard problems	MACHINE LEARNING: SCIENCE AND TECHNOLOGY	2023
Introduction to the dynamics of disordered systems: Equilibrium and gradient descent	PHYSICA. A	2023
On weak ergodicity breaking in mean-field spin glasses	SCIPOST PHYSICS	2023
Finding defects in glasses through machine learning	NATURE COMMUNICATIONS	2023
Spin Glass Theory and Far Beyond	Spin Glass Theory and Far Beyond: Replica Symmetry Breaking after 40 Years	2023
Supervised perceptron learning vs unsupervised Hebbian unlearning: Approaching optimal memory retrieval in Hopfield-like networks	THE JOURNAL OF CHEMICAL PHYSICS	2022
Supervised perceptron learning vs unsupervised Hebbian unlearning: Approaching optimal memory retrieval in Hopfield-like networks	THE JOURNAL OF CHEMICAL PHYSICS	2022
Local Dynamical Heterogeneity in Simple Glass Formers	PHYSICAL REVIEW LETTERS	2022
Efficient generative modeling of protein sequences using simple autoregressive models	NATURE COMMUNICATIONS	2022
Modeling Sequence-Space Exploration and Emergence of Epistatic Signals in Protein Evolution	MOLECULAR BIOLOGY AND EVOLUTION	2022