2024
1 Normalizing flows as an enhanced sampling method for atomistic supercooled liquids
Gerhard Jung, Giulio Biroli, Ludovic Berthier
Machine Learning: Science and Technology
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
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
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
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
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
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
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
Dimitrios Bachtis
Physical Review E
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
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
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
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
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
Dimitrios Bachtis
15 The Kauzmann Transition to an Ideal Glass Phase
Chiara Cammarota, Misaki Ozawa, Gilles Tarjus
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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-
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
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
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
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
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
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
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
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
Rahul N Chacko, François P. Landes, Giulio Biroli, Olivier Dauchot, Andrea J Liu, David R Reichman
Physical Review Letters