2026

1   Theory of speciation transitions in diffusion models with general class structure
 Beatrice Achilli, Marco Benedetti, Giulio Biroli, Marc Mézard
2026 - Journal of Statistical Mechanics: Theory and Experiment
2   Efficient Monte Carlo sampling of metastable systems using nonlocal collective variable updates
 Christoph Schönle, Davide Carbone, Marylou Gabrié, Tony Lelièvre, Gabriel Stoltz
2026 - The Journal of Chemical Physics
3   Computing nonequilibrium transport from short-time transients: From Lorentz gas to heat conduction in one-dimensional chains
 Davide Carbone, Vincenzo Di Florio, Stefano Lepri, Lamberto Rondoni
2026 - The Journal of Chemical Physics
4   Kernel Density Estimators in Large Dimensions
 Giulio Biroli, Marc Mézard
2026 - SIAM Journal on Mathematics of Data Science
5   Entropy production from density field theories for interacting particles systems
 Antonin Brossollet, Giulio Biroli
2026 - Journal of Physics A: Mathematical and Theoretical
6   X-ray emission in IllustrisTNG circum-cluster environments. II -- Possible origins of the soft X-ray excess emission
 Celine Gouin, Daniela Galárraga-Espinosa, Massimiliano Bonamente, Stephen Walker, Mohammad Mirakhor, Richard Lieu, Clotilde Laigle, Etienne Bonnassieux, Charlotte Welker, Stefano Gallo, Tony Bonnaire, Jade Paste
2026 - Astronomy & Astrophysics - A&A
7   Wavelet Scattering Transform and Fourier Representation for Offline Detection of Malicious Clients in Federated Learning
 Alessandro Licciardi, Davide Leo, Davide Carbone
2026 - IEEE Internet of Things Journal

2025

8   Effective Energy, Interactions And Out Of Equilibrium Nature Of Scalar Active Matter
 Antonin Brossollet, Etienne Lempereur, Stéphane Mallat, Giulio Biroli
2025 - Communications Physics
9   Nonreciprocal Spin-Glass Transition and Aging
 Giulia Garcia Lorenzana, Ada Altieri, Giulio Biroli, Michel Fruchart, Vincenzo Vitelli
2025 - Physical Review Letters
10   The role of the time-dependent Hessian in high-dimensional optimization
 Tony Bonnaire, Giulio Biroli, Chiara Cammarota
2025 - Journal of Statistical Mechanics: Theory and Experiment
11   Yielding and plasticity in amorphous solids
 Ludovic Berthier, Giulio Biroli, M. Lisa Manning, Francesco Zamponi
2025 - Nature Reviews Physics
12   Improving the evaluation of samplers on multi-modal targets
 Louis Grenioux, Maxence Noble, Marylou Gabrié
2025 -
13   On the role of non-linear latent features in bipartite generative neural networks
 Tony Bonnaire, Giovanni Catania, Aurélien Decelle, Beatriz Seoane
2025 - SciPost Physics
14   Path-integral approach to sparse non-Hermitian random matrices
 J. Baron
2025 - Physical Review E
15   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
16   Time Irreversibility in Statistical Mechanics
 Dominique Levesque, Nicolas Sourlas
2025 - Journal of Statistical Physics
17   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

18   Cascade of phase transitions in the training of Energy-based models
 Dimitrios Bachtis, Giulio Biroli, Aurélien Decelle, Beatriz Seoane
2024 -
19   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, Tony Bonnaire
2024 - Astronomy & Astrophysics - A&A
20   Faster algorithms for the alignment of sparse correlated Erdős–Rényi random graphs
 Andrea Muratori, Guilhem Semerjian
2024 - Journal of Statistical Mechanics: Theory and Experiment
21   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
22   Matrix Denoising: Bayes-Optimal Estimators Via Low-Degree Polynomials
 Guilhem Semerjian
2024 - Journal of Statistical Physics
23   Normalizing flows as an enhanced sampling method for atomistic supercooled liquids
 Gerhard Jung, Giulio Biroli, Ludovic Berthier
2024 - Machine Learning : Science and Technology
24   Statistical limits of correlation detection in trees
 Luca Ganassali, Laurent Massoulié, Guilhem Semerjian
2024 - The Annals of Applied Probability
25   Dynamical Facilitation Governs the Equilibration Dynamics of Glasses
 Rahul Chacko, François Landes, Giulio Biroli, Olivier Dauchot, Andrea Liu, David Reichman
2024 - Physical Review X
26   Large-deviation analysis of rare resonances for the many-body localization transition
 Giulio Biroli, Alexander Hartmann, Marco Tarzia
2024 - Physical Review B
27   Unlearning regularization for Boltzmann machines
 Enrico Ventura, Simona Cocco, Rémi Monasson, Francesco Zamponi
2024 - Machine Learning : Science and Technology
28   Self-supervised component separation for the extragalactic submillimetre sky
 V. Bonjean, H. Tanimura, N. Aghanim, Tony Bonnaire, M. Douspis
2024 - Astronomy & Astrophysics - A&A
29   Towards parsimonious generative modeling of RNA families
 Francesco Calvanese, Camille N Lambert, Philippe Nghe, Francesco Zamponi, Martin Weigt
2024 - Nucleic Acids Research
30   Mean-field analysis of the glassy dynamics of an elastoplastic model of super-cooled liquids
 J. Baron, Giulio Biroli
2024 - EPL - Europhysics Letters
31   The RFOT Theory of Glasses: Recent Progress and Open Issues
 Giulio Biroli, Jean-Philippe Bouchaud
2024 - Comptes Rendus. Physique
32   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
33   Shear-Induced Phase Behavior and Topological Defects in Two-Dimensional Crystals
 Federico Ghimenti, Misaki Ozawa, Giulio Biroli, Gilles Tarjus
2024 - Physical Review B
34   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
35   Dynamic heterogeneity at the experimental glass transition predicted by transferable machine learning
 Gerhard Jung, Giulio Biroli, Ludovic Berthier
2024 - Physical Review B
36   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
37   Interactions and migration rescuing ecological diversity
 Giulia Garcia Lorenzana, Ada Altieri, Giulio Biroli
2024 - PRX Life
38   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
39   Overlap renormalization group transformations for disordered systems
 Dimitrios Bachtis
2024 - Journal of Physics A: Mathematical and Theoretical
40   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
41   Reducing finite-size effects with reweighted renormalization group transformations
 Dimitrios Bachtis
2024 - Physical Review E
42   Inverse Renormalization Group of Disordered Systems
 Dimitrios Bachtis
2024 - Physical Review B
43   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
44   Dynamical regimes of diffusion models
 Giulio Biroli, Tony Bonnaire, Valentin de Bortoli, Marc Mezard
2024 - Nature Communications

2023

45   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
46   Graph-based Approximate Message Passing Iterations
 Cédric Gerbelot, Raphaël Berthier
2023 - Information and Inference
47   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
48   Multiscale Data-Driven Energy Estimation and Generation
 Tanguy Marchand, Misaki Ozawa, Giulio Biroli, Stéphane Mallat
2023 - Physical Review X
49   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
50   Generative diffusion in very large dimensions
 Giulio Biroli, Marc Mézard
2023 - Journal of Statistical Mechanics: Theory and Experiment