•Axe Physique statistique

Systèmes Désordonnés et Applications

Publications

Systèmes Désordonnés et Applications

1 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 Rev.Phys.

2 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

3 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

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

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

6 Dynamical Facilitation Governs the Equilibration Dynamics of Glasses
Rahul Chacko, François Landes, Giulio Biroli, Olivier Dauchot, Andrea Liu, David Reichman
2024 - Physical Review X

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

8 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

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

10 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

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

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

13 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

14 Overlap renormalization group transformations for disordered systems
Dimitrios Bachtis
2024 - Journal of Physics A: Mathematical and Theoretical

15 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

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

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

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

19 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

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

21 Finding defects in glasses through machine learning
Simone Ciarella, Dmytro Khomenko, Ludovic Berthier, Felix Mocanu, David Reichman, Camille Scalliet, Francesco Zamponi
2023 - Nature Communications

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

23 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

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

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

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

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

28 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

29 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

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

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

32 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

33 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

34 Elasticity, Facilitation, and Dynamic Heterogeneity in Glass-Forming Liquids
Misaki Ozawa, Giulio Biroli
2023 - Physical Review Letters

35 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

36 Machine-learning-assisted Monte Carlo fails at sampling computationally hard problems
Simone Ciarella, Jeanne Trinquier, Martin Weigt, Francesco Zamponi
2023 - Machine Learning: Science and Technology

37 Asymptotic Errors for Teacher-Student Convex Generalized Linear Models (or : How to Prove Kabashima's Replica Formula)
Cedric Gerbelot, Alia Abbara, Florent Krzakala
2023 - IEEE Transactions on Information Theory

38 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
2023 - The Journal of Chemical Physics

39 Cosmology with cosmic web environments II. Redshift-space auto and cross power spectra
Tony Bonnaire, Joseph Kuruvilla, Nabila Aghanim, Aurélien Decelle
2023 - Astronomy & Astrophysics - A&A

40 Finite-size scaling of the random-field Ising model above the upper critical dimension
Nikolaos G Fytas, Víctor Martín-Mayor, Giorgio Parisi, Marco Picco, Nicolas Sourlas
2023 - Physical Review E

41 Bootstrapping traceless symmetric $O(N)$ scalars
Marten Reehorst, Maria Refinetti, Alessandro Vichi
2023 - SciPost Physics

42 Creating bulk ultrastable glasses by random particle bonding
Misaki Ozawa, Yasutaka Iwashita, Walter Kob, Francesco Zamponi
2023 - Nature Communications

43 Dead or alive: Distinguishing active from passive particles using supervised learning ^(a)
Giulia Janzen, Xander L J A Smeets, Vincent E Debets, Chengjie Luo, Cornelis Storm, Liesbeth M C Janssen, Simone Ciarella
2023 - EPL - Europhysics Letters

44 Electron localization in recrystallized models of the Ge 2 Sb 2 Te 5 phase-change memory material
Konstantinos Konstantinou, Felix Mocanu, Jaakko Akola
2022 - Physical Review B

45 Finite-Disorder Critical Point in the Yielding Transition of Elastoplastic Models
Saverio Rossi, Giulio Biroli, Misaki Ozawa, Gilles Tarjus, Francesco Zamponi
2022 - Physical Review Letters

46 Gradient descent dynamics and the jamming transition in infinite dimensions
Alessandro Manacorda, Francesco Zamponi
2022 - Journal of Physics A: Mathematical and Theoretical

47 Equilibrium fluctuations in mean-field disordered models
Giampaolo Folena, Giulio Biroli, Patrick Charbonneau, Yi Hu, Francesco Zamponi
2022 - Physical Review E

48 Aligning random graphs with a sub-tree similarity message-passing algorithm
Giovanni Piccioli, Guilhem Semerjian, Gabriele Sicuro, Lenka Zdeborová
2022 - Journal of Statistical Mechanics: Theory and Experiment

49 Marginal stability of soft anharmonic mean field spin glasses
Giampaolo Folena, Pierfrancesco Urbani
2022 - Journal of Statistical Mechanics: Theory and Experiment

50 Local Dynamical Heterogeneity in Simple Glass Formers
Giulio Biroli, Patrick Charbonneau, Giampaolo Folena, Yi Hu, Francesco Zamponi
2022 - Physical Review Letters

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177

Publications

7

Années

Statistical physics