Publications

1 Path-integral approach to sparse non-Hermitian random matrices
J. Baron
2025 - Physical Review E

2 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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3 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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4 Cascade of phase transitions in the training of Energy-based models
Dimitrios Bachtis, Giulio Biroli, Aurélien Decelle, Beatriz Seoane
2024 -

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5 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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6 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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7 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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8 Matrix Denoising: Bayes-Optimal Estimators Via Low-Degree Polynomials
Guilhem Semerjian
2024 - Journal of Statistical Physics

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9 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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10 Statistical limits of correlation detection in trees
Luca Ganassali, Laurent Massoulié, Guilhem Semerjian
2024 - The Annals of Applied Probability

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11 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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12 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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13 Unlearning regularization for Boltzmann machines
Enrico Ventura, Simona Cocco, Rémi Monasson, Francesco Zamponi
2024 - Machine Learning: Science and Technology

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14 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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15 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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16 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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17 The RFOT Theory of Glasses: Recent Progress and Open Issues
Giulio Biroli, Jean-Philippe Bouchaud
2024 - Comptes Rendus. Physique

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18 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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19 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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20 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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21 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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22 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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23 Overlap renormalization group transformations for disordered systems
Dimitrios Bachtis
2024 - Journal of Physics A: Mathematical and General (1975 - 2006)

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24 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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25 Interactions and migration rescuing ecological diversity
Giulia Garcia Lorenzana, Ada Altieri, Giulio Biroli
2024 - PRX Life

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26 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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27 Inverse Renormalization Group of Disordered Systems
Dimitrios Bachtis
2024 - Physical Review B

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28 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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29 Reducing finite-size effects with reweighted renormalization group transformations
Dimitrios Bachtis
2024 - Physical Review E

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

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31 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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32 Graph-based Approximate Message Passing Iterations
Cédric Gerbelot, Raphaël Berthier
2023 - Information and Inference

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33 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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34 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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35 Multiscale Data-Driven Energy Estimation and Generation
Tanguy Marchand, Misaki Ozawa, Giulio Biroli, Stéphane Mallat
2023 - Physical Review X

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36 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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37 Generative diffusion in very large dimensions
Giulio Biroli, Marc Mézard
2023 - Journal of Statistical Mechanics: Theory and Experiment

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

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

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

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

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

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43 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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44 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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45 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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46 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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47 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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48 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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49 Elasticity, Facilitation, and Dynamic Heterogeneity in Glass-Forming Liquids
Misaki Ozawa, Giulio Biroli
2023 - Physical Review Letters

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50 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
2023 - Nano Letters

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