2024

1   Normalizing flows as an enhanced sampling method for atomistic supercooled liquids
 Gerhard Jung, Giulio Biroli, Ludovic Berthier
Machine Learning: Science and Technology
2   The nature of non-phononic excitations in disordered systems
 Walter Schirmacher, Matteo Paoluzzi, Felix Cosmin Mocanu, Dmytro Khomenko, Grzegorz Szamel, Francesco Zamponi, Giancarlo Ruocco
Nature Communications
3   Curvature-driven pathways interpolating between stationary points: the case of the pure spherical 3-spin model
 Alessandro Pacco, Giulio Biroli, Valentina Ros
Journal of Physics A: Mathematical and Theoretical
4   Dynamic heterogeneity at the experimental glass transition predicted by transferable machine learning
 Gerhard Jung, Giulio Biroli, Ludovic Berthier
Physical Review B
5   Interactions and migration rescuing ecological diversity
 Giulia Garcia Lorenzana, Ada Altieri, Giulio Biroli
PRX Life
6   Overlap renormalization group transformations for disordered systems
 Dimitrios Bachtis
Journal of Physics A: Mathematical and Theoretical
7   Ductile-to-brittle transition and yielding in soft amorphous materials: perspectives and open questions
 Thibaut Divoux, Elisabeth Agoritsas, Stefano Aime, Catherine Barentin, Jean-Louis Barrat, Roberto Benzi, Ludovic Berthier, Dapeng Bi, Giulio Biroli, Daniel Bonn, Philippe Bourrianne, Mehdi Bouzid, Emanuela del Gado, Hélène Delanoë-Ayari, Kasra Farain, Suzanne Fielding, Matthias Fuchs, Jasper van der Gucht, Silke Henkes, Maziyar Jalaal, Yogesh M Joshi, Anaël Lemaître, Robert L Leheny, Sébastien Manneville, Kirsten Martens, Wilson C K Poon, Marko Popović, Itamar Procaccia, Laurence Ramos, James A Richards, Simon Rogers, Saverio Rossi, Mauro Sbragaglia, Gilles Tarjus, Federico Toschi, Véronique Trappe, Jan Vermant, Matthieu Wyart, Francesco Zamponi, Davoud Zare
Soft Matter
8   Reducing finite-size effects with reweighted renormalization group transformations
 Dimitrios Bachtis
Physical Review E
9   Inverse Renormalization Group of Disordered Systems
 Dimitrios Bachtis
Phys.Rev.B

2023

10   Far-from-equilibrium criticality in the random-field Ising model with Eshelby interactions
 Saverio Rossi, Giulio Biroli, Misaki Ozawa, Gilles Tarjus
Physical Review B
11   Finding defects in glasses through machine learning
 Simone Ciarella, Dmytro Khomenko, Ludovic Berthier, Felix Mocanu, David Reichman, Camille Scalliet, Francesco Zamponi
Nature Communications
12   Multiscale Data-Driven Energy Estimation and Generation
 Tanguy Marchand, Misaki Ozawa, Giulio Biroli, Stéphane Mallat
Physical Review X
13   Generative diffusion in very large dimensions
 Giulio Biroli, Marc Mézard
Journal of Statistical Mechanics: Theory and Experiment
14   Generating configurations of increasing lattice size with machine learning and the inverse renormalization group
 Dimitrios Bachtis
15   The Kauzmann Transition to an Ideal Glass Phase
 Chiara Cammarota, Misaki Ozawa, Gilles Tarjus
16   Quenched complexity of equilibria for asymmetric generalized Lotka–Volterra equations
 Valentina Ros, Felix Roy, Giulio Biroli, Guy Bunin
Journal of Physics A: Mathematical and Theoretical
17   Scaling Description of Dynamical Heterogeneity and Avalanches of Relaxation in Glass-Forming Liquids
 Ali Tahaei, Giulio Biroli, Misaki Ozawa, Marko Popović, Matthieu Wyart
Physical Review X
18   Predicting Dynamic Heterogeneity in Glass-Forming Liquids by Physics-informed Machine Learning
 Gerhard Jung, Giulio Biroli, Ludovic Berthier
Physical Review Letters
19   Elasticity, Facilitation, and Dynamic Heterogeneity in Glass-Forming Liquids
 Misaki Ozawa, Giulio Biroli
Physical Review Letters
20   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
21   Machine-learning-assisted Monte Carlo fails at sampling computationally hard problems
 Simone Ciarella, Jeanne Trinquier, Martin Weigt, Francesco Zamponi
Machine Learning: Science and Technology
22   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
23   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
The Journal of Chemical Physics
24   Bootstrapping traceless symmetric $O(N)$ scalars
 Marten Reehorst, Maria Refinetti, Alessandro Vichi
SciPost Physics
25   Creating bulk ultrastable glasses by random particle bonding
 Misaki Ozawa, Yasutaka Iwashita, Walter Kob, Francesco Zamponi
Nature Communications
26   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

27   Finite-Disorder Critical Point in the Yielding Transition of Elastoplastic Models
 Saverio Rossi, Giulio Biroli, Misaki Ozawa, Gilles Tarjus, Francesco Zamponi
Physical Review Letters
28   Gradient descent dynamics and the jamming transition in infinite dimensions
 Alessandro Manacorda, Francesco Zamponi
Journal of Physics A: Mathematical and Theoretical
29   Equilibrium fluctuations in mean-field disordered models
 Giampaolo Folena, Giulio Biroli, Patrick Charbonneau, Yi Hu, Francesco Zamponi
Physical Review E
30   Marginal stability of soft anharmonic mean field spin glasses
 Giampaolo Folena, Pierfrancesco Urbani
Journal of Statistical Mechanics: Theory and Experiment
31   Local Dynamical Heterogeneity in Simple Glass Formers
 Giulio Biroli, Patrick Charbonneau, Giampaolo Folena, Yi Hu, Francesco Zamponi
Physical Review Letters
32   Glasses and aging: A Statistical Mechanics Perspective
 Francesco Arceri, François P. Landes, Ludovic Berthier, Giulio Biroli
33   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
The Journal of Chemical Physics
34   Associative bond swaps in molecular dynamics
 Simone Ciarella, Wouter G Ellenbroek
SciPost Physics
35   Author Correction: Efficient generative modeling of protein sequences using simple autoregressive models
 Jeanne Trinquier, Guido Uguzzoni, Andrea Pagnani, Francesco Zamponi, Martin Weigt
Nature Communications
36   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
37   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

38   adabmDCA: adaptive Boltzmann machine learning for biological sequences
 Anna Paola Muntoni, Andrea Pagnani, Martin Weigt, Francesco Zamponi
BMC Bioinformatics
39   Three simple scenarios for high-dimensional sphere packings
 Patrick Charbonneau, Peter Morse, Will Perkins, Francesco Zamponi
Physical Review E
40   Efficient generative modeling of protein sequences using simple autoregressive models
 Jeanne Trinquier, Guido Uguzzoni, Andrea Pagnani, Francesco Zamponi, Martin Weigt
Nature Communications
41   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
The Journal of Chemical Physics
42   PAGnol: An Extra-Large French Generative Model
 Julien Launay, Elena Tommasone, Baptiste Pannier, François Boniface, Amélie Chatelain, Alessandro Cappelli, Iacopo Poli, Djamé Seddah
-REPORT-
43   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
44   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
45   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
46   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
47   Random Assignment Problems on 2d Manifolds
 Dario Benedetto, Emanuele Caglioti, Sergio Caracciolo, Matteo d'Achille, Gabriele Sicuro, Andrea Sportiello
Journal of Statistical Physics
48   Relationship between two-level systems and quasilocalized normal modes in glasses
 Dmytro Khomenko, David Reichman, Francesco Zamponi
Physical Review Materials
49   Low-frequency vibrational spectrum of mean-field disordered systems
 Eran Bouchbinder, Edan Lerner, Corrado Rainone, Pierfrancesco Urbani, Francesco Zamponi
Physical Review B
50   Elastoplasticity Mediates Dynamical Heterogeneity Below the Mode-Coupling Temperature
 Rahul N Chacko, François P. Landes, Giulio Biroli, Olivier Dauchot, Andrea J Liu, David R Reichman
Physical Review Letters
130
Publications
6
Years