2023

1   Finding defects in glasses through machine learning
 Simone Ciarella, Dmytro Khomenko, Ludovic Berthier, Felix Mocanu, David Reichman, Camille Scalliet, Francesco Zamponi
Nature Communications
2   Predicting Dynamic Heterogeneity in Glass-Forming Liquids by Physics-informed Machine Learning
 Gerhard Jung, Giulio Biroli, Ludovic Berthier
Physical Review Letters
3   Evolution of Local Structural Motifs in Colloidal Quantum Dot Semiconductor Nanocrystals Leading to Nanofaceting
 Bo Hou, Felix Cosmin Mocanu, Yuljae Cho, Jongchul Lim, Jiangtao Feng, Jingchao Zhang, John Hong, Sangyeon Pak, Jong Bae Park, Young-Woo Lee, Juwon Lee, Byung-Sung Kim, Stephen M Morris, Jung Inn Sohn, Seungnam Cha, Jong Min Kim
Nano Letters
4   Machine-learning-assisted Monte Carlo fails at sampling computationally hard problems
 Simone Ciarella, Jeanne Trinquier, Martin Weigt, Francesco Zamponi
Machine Learning: Science and Technology
5   Asymptotic Errors for Teacher-Student Convex Generalized Linear Models (or : How to Prove Kabashima's Replica Formula)
 Cedric Gerbelot, Alia Abbara, Florent Krzakala
IEEE Transactions on Information Theory
6   Microscopic observation of two-level systems in a metallic glass model
 Felix Mocanu, Ludovic Berthier, Simone Ciarella, Dmytro Khomenko, David Reichman, Camille Scalliet, Francesco Zamponi
Journal of Chemical Physics
7   Bootstrapping traceless symmetric $O(N)$ scalars
 Marten Reehorst, Maria Refinetti, Alessandro Vichi
SciPost Physics
8   Creating bulk ultrastable glasses by random particle bonding
 Misaki Ozawa, Yasutaka Iwashita, Walter Kob, Francesco Zamponi
Nature Communications
9   Cosmology with cosmic web environments II. Redshift-space auto and cross power spectra
 Tony Bonnaire, Joseph Kuruvilla, Nabila Aghanim, Aurélien Decelle
Astronomy and Astrophysics - A&A

2022

10   Finite-Disorder Critical Point in the Yielding Transition of Elastoplastic Models
 Saverio Rossi, Giulio Biroli, Misaki Ozawa, Gilles Tarjus, Francesco Zamponi
Physical Review Letters
11   Gradient descent dynamics and the jamming transition in infinite dimensions
 Alessandro Manacorda, Francesco Zamponi
Journal of Physics A: Mathematical and Theoretical
12   Equilibrium fluctuations in mean-field disordered models
 Giampaolo Folena, Giulio Biroli, Patrick Charbonneau, Yi Hu, Francesco Zamponi
Physical Review E
13   Marginal stability of soft anharmonic mean field spin glasses
 Giampaolo Folena, Pierfrancesco Urbani
Journal of Statistical Mechanics: Theory and Experiment
14   Local Dynamical Heterogeneity in Simple Glass Formers
 Giulio Biroli, Patrick Charbonneau, Giampaolo Folena, Yi Hu, Francesco Zamponi
Physical Review Letters
15   Glasses and aging: A Statistical Mechanics Perspective
 Francesco Arceri, François P. Landes, Ludovic Berthier, Giulio Biroli
16   Supervised perceptron learning vs unsupervised Hebbian unlearning: Approaching optimal memory retrieval in Hopfield-like networks
 Marco Benedetti, Enrico Ventura, Enzo Marinari, Giancarlo Ruocco, Francesco Zamponi
Journal of Chemical Physics
17   Author Correction: Efficient generative modeling of protein sequences using simple autoregressive models
 Jeanne Trinquier, Guido Uguzzoni, Andrea Pagnani, Francesco Zamponi, Martin Weigt
Nature Communications
18   Rare events and disorder control the brittle yielding of well-annealed amorphous solids
 Misaki Ozawa, Ludovic Berthier, Giulio Biroli, Gilles Tarjus
Physical Review Research

2021

19   Efficient generative modeling of protein sequences using simple autoregressive models
 Jeanne Trinquier, Guido Uguzzoni, Andrea Pagnani, Francesco Zamponi, Martin Weigt
Nature Communications
20   adabmDCA: adaptive Boltzmann machine learning for biological sequences
 Francesco Zamponi, Anna Paola Muntoni, Andrea Pagnani, Martin Weigt
BMC Bioinformatics
21   Three simple scenarios for high-dimensional sphere packings
 Patrick Charbonneau, Peter Morse, Will Perkins, Francesco Zamponi
Physical Review E
22   Modeling sequence-space exploration and emergence of epistatic signals in protein evolution
 M Bisardi, J Rodriguez-Rivas, Francesco Zamponi, M Weigt
Molecular Biology and Evolution
23   Active matter in infinite dimensions: Fokker–Planck equation and dynamical mean-field theory at low density
 Francesco Zamponi, Thibaut Arnoulx de Pirey, Alessandro Manacorda, Frédéric van Wijland
Journal of Chemical Physics
24   Sparse generative modeling via parameter-reduction of Boltzmann machines: application to protein-sequence families
 Pierre Barrat-Charlaix, Anna Paola Muntoni, Kai Shimagaki, Martin Weigt, Francesco Zamponi
Physical Review E
25   Properties of Equilibria and Glassy Phases of the Random Lotka-Volterra Model with Demographic Noise
 Ada Altieri, Félix Roy, Chiara Cammarota, Giulio Biroli
Physical Review Letters
26   Mean-Field Caging in a Random Lorentz Gas
 Giulio Biroli, Patrick Charbonneau, Yi Hu, Harukuni Ikeda, Grzegorz Szamel, Francesco Zamponi
Journal of Physical Chemistry B
27   Good speciation and endogenous business cycles in a constraint satisfaction macroeconomic model
 Dhruv Sharma, Jean-Philippe Bouchaud, Marco Tarzia, Francesco Zamponi
Journal of Statistical Mechanics: Theory and Experiment
28   Random Assignment Problems on 2d Manifolds
 Dario Benedetto, Emanuele Caglioti, Sergio Caracciolo, Matteo d'Achille, Gabriele Sicuro, Andrea Sportiello
Journal of Statistical Physics
29   Relationship between two-level systems and quasilocalized normal modes in glasses
 Dmytro Khomenko, David Reichman, Francesco Zamponi
Physical Review Materials
30   Low-frequency vibrational spectrum of mean-field disordered systems
 Eran Bouchbinder, Edan Lerner, Corrado Rainone, Pierfrancesco Urbani, Francesco Zamponi
Physical Review B
31   V-, U-, L-or W-shaped economic recovery after Covid-19: Insights from an Agent Based Model
 Dhruv Sharma, Jean-Philippe Bouchaud, Stanislao Gualdi, Marco Tarzia, Francesco Zamponi
PLoS ONE
32   Interplay between percolation and glassiness in the random Lorentz gas
 Giulio Biroli, Patrick Charbonneau, Eric Corwin, Yi Hu, Harukuni Ikeda, Grzegorz Szamel, Francesco Zamponi
Physical Review E
33   Dynamical instantons and activated processes in mean-field glass models
 Valentina Ros, Giulio Biroli, Chiara Cammarota
SciPost Physics
34   Generalisation error in learning with random features and the hidden manifold model
 Federica Gerace, Bruno Loureiro, Florent Krzakala, Marc Mezard, Lenka Zdeborová
Journal of Statistical Mechanics: Theory and Experiment
35   Mean-field model of interacting quasilocalized excitations in glasses
 Corrado Rainone, Pierfrancesco Urbani, Francesco Zamponi, Edan Lerner, Eran Bouchbinder
SciPost Phys.Core
36   Large deviations of extreme eigenvalues of generalized sample covariance matrices
 Antoine Maillard
EPL - Europhysics Letters
37   Out-of-equilibrium phase diagram of the quantum random energy model
 Giulio Biroli, Davide Facoetti, Marco Schiró, Marco Tarzia, Pierpaolo Vivo
Physical Review B
38   Searching for the Gardner transition in glassy glycerol
 Samuel Albert, Giulio Biroli, François Ladieu, Roland Tourbot, Pierfrancesco Urbani
Physical Review Letters

2020

39   Dynamical mean-field theory for stochastic gradient descent in Gaussian mixture classification
 Francesca Mignacco, Florent Krzakala, Pierfrancesco Urbani, Lenka Zdeborová
40   On the Number of Limit Cycles in Diluted Neural Networks
 Sungmin Hwang, Enrico Lanza, Giorgio Parisi, Jacopo Rocchi, Giancarlo Ruocco, Francesco Zamponi
Journal of Statistical Physics
41   Aligning biological sequences by exploiting residue conservation and coevolution
 Anna Paola Muntoni, Andrea Pagnani, Martin Weigt, Francesco Zamponi
Physical Review E
42   Macroeconomic agent-based models : a statistical physics perspective
 Dhruv Sharma
-THESE-
43   Biased measures for random constraint satisfaction problems: larger interaction range and asymptotic expansion
 Louise Budzynski, Guilhem Semerjian
Journal of Statistical Mechanics: Theory and Experiment
44   The Asymptotics of the Clustering Transition for Random Constraint Satisfaction Problems
 Louise Budzynski, Guilhem Semerjian
Journal of Statistical Physics
45   Algorithmic barriers in random constraint satisfaction problems
 Louise Budzynski
-THESE-
46   Dynamical Mean-Field Theory and Aging Dynamics
 Ada Altieri, Giulio Biroli, Chiara Cammarota
Journal of Physics A: Mathematical and Theoretical
47   Role of fluctuations in the yielding transition of two-dimensional glasses
 Misaki Ozawa, Ludovic Berthier, Giulio Biroli, Gilles Tarjus
Physical Review Research
48   The role of regularization in classification of high-dimensional noisy Gaussian mixture
 Francesca Mignacco, Florent Krzakala, Yue M. Lu, Lenka Zdeborová
49   Depletion of Two-Level Systems in Ultrastable Computer-Generated Glasses
 Dmytro Khomenko, Camille Scalliet, Ludovic Berthier, David Reichman, Francesco Zamponi
Physical Review Letters
50   How to iron out rough landscapes and get optimal performances: averaged gradient descent and its application to tensor PCA
 Giulio Biroli, Chiara Cammarota, Federico Ricci-Tersenghi
Journal of Physics A: Mathematical and Theoretical
101
Publications
5
Years