Publications

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

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4 Time Irreversibility in Statistical Mechanics
Dominique Levesque, Nicolas Sourlas
2025 - J.Statist.Phys.

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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

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6 Cascade of phase transitions in the training of Energy-based models
Dimitrios Bachtis, Giulio Biroli, Aurélien Decelle, Beatriz Seoane
2024 -

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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

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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

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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

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10 Matrix Denoising: Bayes-Optimal Estimators Via Low-Degree Polynomials
Guilhem Semerjian
2024 - Journal of Statistical Physics

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11 Normalizing flows as an enhanced sampling method for atomistic supercooled liquids
Gerhard Jung, Giulio Biroli, Ludovic Berthier
2024 - Machine Learning: Science and Technology

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12 Statistical limits of correlation detection in trees
Luca Ganassali, Laurent Massoulié, Guilhem Semerjian
2024 - The Annals of Applied Probability

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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

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14 Large-deviation analysis of rare resonances for the many-body localization transition
Giulio Biroli, Alexander Hartmann, Marco Tarzia
2024 - Physical Review B

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15 Unlearning regularization for Boltzmann machines
Enrico Ventura, Simona Cocco, Rémi Monasson, Francesco Zamponi
2024 - Machine Learning: Science and Technology

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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

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17 Towards parsimonious generative modeling of RNA families
Francesco Calvanese, Camille N Lambert, Philippe Nghe, Francesco Zamponi, Martin Weigt
2024 - Nucleic Acids Research

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18 Mean-field analysis of the glassy dynamics of an elastoplastic model of super-cooled liquids
J. Baron, Giulio Biroli
2024 - EPL - Europhysics Letters

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19 The RFOT Theory of Glasses: Recent Progress and Open Issues
Giulio Biroli, Jean-Philippe Bouchaud
2024 - Comptes Rendus. Physique

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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

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21 Shear-Induced Phase Behavior and Topological Defects in Two-Dimensional Crystals
Federico Ghimenti, Misaki Ozawa, Giulio Biroli, Gilles Tarjus
2024 - Physical Review B

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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

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23 Dynamic heterogeneity at the experimental glass transition predicted by transferable machine learning
Gerhard Jung, Giulio Biroli, Ludovic Berthier
2024 - Physical Review B

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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

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25 Interactions and migration rescuing ecological diversity
Giulia Garcia Lorenzana, Ada Altieri, Giulio Biroli
2024 - PRX Life

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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

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27 Overlap renormalization group transformations for disordered systems
Dimitrios Bachtis
2024 - J.Phys.A

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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

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29 Inverse Renormalization Group of Disordered Systems
Dimitrios Bachtis
2024 - Physical Review B

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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

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31 Reducing finite-size effects with reweighted renormalization group transformations
Dimitrios Bachtis
2024 - Physical Review E

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32 Dynamical regimes of diffusion models
Giulio Biroli, Tony Bonnaire, Valentin de Bortoli, Marc Mezard
2024 - Nature Communications

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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

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34 Graph-based Approximate Message Passing Iterations
Cédric Gerbelot, Raphaël Berthier
2023 - Information and Inference

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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

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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

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37 Multiscale Data-Driven Energy Estimation and Generation
Tanguy Marchand, Misaki Ozawa, Giulio Biroli, Stéphane Mallat
2023 - Physical Review X

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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

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39 Generative diffusion in very large dimensions
Giulio Biroli, Marc Mézard
2023 - Journal of Statistical Mechanics: Theory and Experiment

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40 On weak ergodicity breaking in mean-field spin glasses
Giampaolo Folena, Francesco Zamponi
2023 - SciPost Physics

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41 Generating configurations of increasing lattice size with machine learning and the inverse renormalization group
Dimitrios Bachtis
2023 -

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42 Dynamical Heterogeneity in Glass-Forming Liquids
Giulio Biroli, Kunimasa Miyazaki, David Reichman
2023 -

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43 The Cavity Method: From Exact Solutions to Algorithms
Alfredo Braunstein, Guilhem Semerjian
2023 -

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44 The Kauzmann Transition to an Ideal Glass Phase
Chiara Cammarota, Misaki Ozawa, Gilles Tarjus
2023 -

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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

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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

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47 Predicting Dynamic Heterogeneity in Glass-Forming Liquids by Physics-Inspired Machine Learning
Gerhard Jung, Giulio Biroli, Ludovic Berthier
2023 - Physical Review Letters

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48 Artificial selection of communities drives the emergence of structured interactions
Jules Fraboul, Giulio Biroli, Silvia de Monte
2023 - Journal of Theoretical Biology

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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

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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

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