2025

1   Improving the evaluation of samplers on multi-modal targets
 Louis Grenioux, Maxence Noble, Marylou Gabrié
2025 -
2   Path-integral approach to sparse non-Hermitian random matrices
 J. Baron
2025 - Physical Review E
3   Post-COVID Inflation & the Monetary Policy Dilemma: An Agent-Based Scenario Analysis
 Max Sina Knicker, Karl Naumann-Woleske, Jean-Philippe Bouchaud, Francesco Zamponi
2025 - Journal of Economic Interaction and Coordination
4   Time Irreversibility in Statistical Mechanics
 Dominique Levesque, Nicolas Sourlas
2025 - J.Statist.Phys.
5   Roadmap on machine learning glassy liquids
 Gerhard Jung, Rinske M Alkemade, Victor Bapst, Daniele Coslovich, Laura Filion, François P. Landes, Andrea Liu, Francesco Saverio Pezzicoli, Hayato Shiba, Giovanni Volpe, Francesco Zamponi, Ludovic Berthier, Giulio Biroli
2025 - Nature Reviews Physics

2024

6   Cascade of phase transitions in the training of Energy-based models
 Dimitrios Bachtis, Giulio Biroli, Aurélien Decelle, Beatriz Seoane
2024 -
7   Tracing gaseous filaments connected to galaxy clusters: The case study of Abell 2744
 S. Gallo, N. Aghanim, C. Gouin, D. Eckert, M. Douspis, J. Paste, T. Bonnaire
2024 - Astronomy & Astrophysics - A&A
8   Faster algorithms for the alignment of sparse correlated Erdős–Rényi random graphs
 Andrea Muratori, Guilhem Semerjian
2024 - Journal of Statistical Mechanics: Theory and Experiment
9   High-dimensional non-convex landscapes and gradient descent dynamics
 Tony Bonnaire, Davide Ghio, Kamesh Krishnamurthy, Francesca Mignacco, Atsushi Yamamura, Giulio Biroli
2024 - Journal of Statistical Mechanics: Theory and Experiment
10   Matrix Denoising: Bayes-Optimal Estimators Via Low-Degree Polynomials
 Guilhem Semerjian
2024 - Journal of Statistical Physics
11   Normalizing flows as an enhanced sampling method for atomistic supercooled liquids
 Gerhard Jung, Giulio Biroli, Ludovic Berthier
2024 - Machine Learning: Science and Technology
12   Statistical limits of correlation detection in trees
 Luca Ganassali, Laurent Massoulié, Guilhem Semerjian
2024 - The Annals of Applied Probability
13   Dynamical Facilitation Governs the Equilibration Dynamics of Glasses
 Rahul Chacko, François Landes, Giulio Biroli, Olivier Dauchot, Andrea Liu, David Reichman
2024 - Physical Review X
14   Large-deviation analysis of rare resonances for the many-body localization transition
 Giulio Biroli, Alexander Hartmann, Marco Tarzia
2024 - Physical Review B
15   Unlearning regularization for Boltzmann machines
 Enrico Ventura, Simona Cocco, Rémi Monasson, Francesco Zamponi
2024 - Machine Learning: Science and Technology
16   Self-supervised component separation for the extragalactic submillimetre sky
 V. Bonjean, H. Tanimura, N. Aghanim, T. Bonnaire, M. Douspis
2024 - Astronomy & Astrophysics - A&A
17   Towards parsimonious generative modeling of RNA families
 Francesco Calvanese, Camille N Lambert, Philippe Nghe, Francesco Zamponi, Martin Weigt
2024 - Nucleic Acids Research
18   Mean-field analysis of the glassy dynamics of an elastoplastic model of super-cooled liquids
 J. Baron, Giulio Biroli
2024 - EPL - Europhysics Letters
19   The RFOT Theory of Glasses: Recent Progress and Open Issues
 Giulio Biroli, Jean-Philippe Bouchaud
2024 - Comptes Rendus. Physique
20   The nature of non-phononic excitations in disordered systems
 Walter Schirmacher, Matteo Paoluzzi, Felix Cosmin Mocanu, Dmytro Khomenko, Grzegorz Szamel, Francesco Zamponi, Giancarlo Ruocco
2024 - Nature Communications
21   Shear-Induced Phase Behavior and Topological Defects in Two-Dimensional Crystals
 Federico Ghimenti, Misaki Ozawa, Giulio Biroli, Gilles Tarjus
2024 - Physical Review B
22   Curvature-driven pathways interpolating between stationary points: the case of the pure spherical 3-spin model
 Alessandro Pacco, Giulio Biroli, Valentina Ros
2024 - Journal of Physics A: Mathematical and Theoretical
23   Dynamic heterogeneity at the experimental glass transition predicted by transferable machine learning
 Gerhard Jung, Giulio Biroli, Ludovic Berthier
2024 - Physical Review B
24   Scaling regimes and fluctuations of observables in computer glasses approaching the unjamming transition
 Julia Giannini, Edan Lerner, Francesco Zamponi, M. Lisa Manning
2024 - The Journal of Chemical Physics
25   Interactions and migration rescuing ecological diversity
 Giulia Garcia Lorenzana, Ada Altieri, Giulio Biroli
2024 - PRX Life
26   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
2024 - Soft Matter
27   Overlap renormalization group transformations for disordered systems
 Dimitrios Bachtis
2024 - J.Phys.A
28   Dissecting a miniature universe: A multi-wavelength view of galaxy quenching in the Shapley supercluster
 N. Aghanim, T. Tuominen, V. Bonjean, C. Gouin, Tony Bonnaire, M. Einasto
2024 - Astronomy & Astrophysics - A&A
29   Inverse Renormalization Group of Disordered Systems
 Dimitrios Bachtis
2024 - Physical Review B
30   Understanding epistatic networks in the B1 β-lactamases through coevolutionary statistical modeling and deep mutational scanning
 J Z Chen, M Bisardi, D Lee, S Cotogno, F Zamponi, Martin Weigt, N Tokuriki
2024 - Nature Communications
31   Reducing finite-size effects with reweighted renormalization group transformations
 Dimitrios Bachtis
2024 - Physical Review E
32   Dynamical regimes of diffusion models
 Giulio Biroli, Tony Bonnaire, Valentin de Bortoli, Marc Mezard
2024 - Nature Communications

2023

33   Far-from-equilibrium criticality in the random-field Ising model with Eshelby interactions
 Saverio Rossi, Giulio Biroli, Misaki Ozawa, Gilles Tarjus
2023 - Physical Review B
34   Graph-based Approximate Message Passing Iterations
 Cédric Gerbelot, Raphaël Berthier
2023 - Information and Inference
35   Finding defects in glasses through machine learning
 Simone Ciarella, Dmytro Khomenko, Ludovic Berthier, Felix Mocanu, David Reichman, Camille Scalliet, Francesco Zamponi
2023 - Nature Communications
36   Introduction to the dynamics of disordered systems: Equilibrium and gradient descent
 Giampaolo Folena, Alessandro Manacorda, Francesco Zamponi
2023 - Physica A: Statistical Mechanics and its Applications
37   Multiscale Data-Driven Energy Estimation and Generation
 Tanguy Marchand, Misaki Ozawa, Giulio Biroli, Stéphane Mallat
2023 - Physical Review X
38   Fluctuations, bias, variance and ensemble of learners: exact asymptotics for convex losses in high-dimension *
 Bruno Loureiro, Cédric Gerbelot, Maria Refinetti, Gabriele Sicuro, Florent Krzakala
2023 - Journal of Statistical Mechanics: Theory and Experiment
39   Generative diffusion in very large dimensions
 Giulio Biroli, Marc Mézard
2023 - Journal of Statistical Mechanics: Theory and Experiment
40   On weak ergodicity breaking in mean-field spin glasses
 Giampaolo Folena, Francesco Zamponi
2023 - SciPost Physics
41   Generating configurations of increasing lattice size with machine learning and the inverse renormalization group
 Dimitrios Bachtis
2023 -
42   Dynamical Heterogeneity in Glass-Forming Liquids
 Giulio Biroli, Kunimasa Miyazaki, David Reichman
2023 -
43   The Cavity Method: From Exact Solutions to Algorithms
 Alfredo Braunstein, Guilhem Semerjian
2023 -
44   The Kauzmann Transition to an Ideal Glass Phase
 Chiara Cammarota, Misaki Ozawa, Gilles Tarjus
2023 -
45   Quenched complexity of equilibria for asymmetric generalized Lotka–Volterra equations
 Valentina Ros, Felix Roy, Giulio Biroli, Guy Bunin
2023 - Journal of Physics A: Mathematical and Theoretical
46   Scaling Description of Dynamical Heterogeneity and Avalanches of Relaxation in Glass-Forming Liquids
 Ali Tahaei, Giulio Biroli, Misaki Ozawa, Marko Popović, Matthieu Wyart
2023 - Physical Review X
47   Predicting Dynamic Heterogeneity in Glass-Forming Liquids by Physics-Inspired Machine Learning
 Gerhard Jung, Giulio Biroli, Ludovic Berthier
2023 - Physical Review Letters
48   Artificial selection of communities drives the emergence of structured interactions
 Jules Fraboul, Giulio Biroli, Silvia de Monte
2023 - Journal of Theoretical Biology
49   Generalized Lotka-Volterra Equations with Random, Nonreciprocal Interactions: The Typical Number of Equilibria
 Valentina Ros, Felix Roy, Giulio Biroli, Guy Bunin, Ari M. Turner
2023 - Physical Review Letters
50   Dynamics of supercooled liquids from static averaged quantities using machine learning
 Simone Ciarella, Massimiliano Chiappini, Emanuele Boattini, Marjolein Dijkstra, Liesbeth M C Janssen
2023 - Machine Learning: Science and Technology