Publications

Disordered systems and applications

51 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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52 Graph-based Approximate Message Passing Iterations
Cédric Gerbelot, Raphaël Berthier
2023 - Information and Inference

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53 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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54 Multiscale Data-Driven Energy Estimation and Generation
Tanguy Marchand, Misaki Ozawa, Giulio Biroli, Stéphane Mallat
2023 - Physical Review X

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55 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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56 Generative diffusion in very large dimensions
Giulio Biroli, Marc Mézard
2023 - Journal of Statistical Mechanics: Theory and Experiment

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

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

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

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

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

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62 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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63 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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64 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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65 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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66 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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67 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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68 Elasticity, Facilitation, and Dynamic Heterogeneity in Glass-Forming Liquids
Misaki Ozawa, Giulio Biroli
2023 - Physical Review Letters

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69 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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70 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

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

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72 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

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73 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

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

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

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76 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

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77 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

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78 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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79 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

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80 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

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

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

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83 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

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84 Adversarial Robustness by Design Through Analog Computing And Synthetic Gradients
Alessandro Cappelli, Ruben Ohana, Julien Launay, Laurent Meunier, Iacopo Poli, Florent Krzakala
2022 -

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

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86 Cosmology with cosmic web environments
Tony Bonnaire, Nabila Aghanim, Joseph Kuruvilla, Aurélien Decelle
2022 - Astronomy & Astrophysics - A&A

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87 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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88 Relaxation dynamics in the energy landscape of glass-forming liquids
Yoshihiko Nishikawa, Misaki Ozawa, Atsushi Ikeda, Pinaki Chaudhuri, Ludovic Berthier
2022 - Physical Review X

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89 Glasses and aging: A Statistical Mechanics Perspective
Francesco Arceri, François P. Landes, Ludovic Berthier, Giulio Biroli
2022 -

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90 The Fate of Shear-Oscillated Amorphous Solids
Chen Liu, Ezequiel E. Ferrero, Eduardo A. Jagla, Kirsten Martens, Alberto Rosso, Laurent Talon
2022 - The Journal of Chemical Physics

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91 Supervised perceptron learning vs unsupervised Hebbian unlearning: Approaching optimal memory retrieval in Hopfield-like networks
Marco Benedetti, Enrico Ventura, Enzo Marinari, Giancarlo Ruocco, Francesco Zamponi
2022 - The Journal of Chemical Physics

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92 Effects of intraspecific cooperative interactions in large ecosystems
Ada Altieri, Giulio Biroli
2022 - SciPost Physics

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93 Align, then memorise: the dynamics of learning with feedback alignment
Maria Refinetti, Stéphane d'Ascoli, Ruben Ohana, Sebastian Goldt
2022 - Journal of Physics A: Mathematical and Theoretical

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94 Associative bond swaps in molecular dynamics
Simone Ciarella, Wouter G Ellenbroek
2022 - SciPost Physics

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95 Author Correction: Efficient generative modeling of protein sequences using simple autoregressive models
Jeanne Trinquier, Guido Uguzzoni, Andrea Pagnani, Francesco Zamponi, Martin Weigt
2022 - Nature Communications

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96 Perturbative construction of mean-field equations in extensive-rank matrix factorization and denoising
Antoine Maillard, Florent Krzakala, Marc Mézard, Lenka Zdeborová
2022 - Journal of Statistical Mechanics: Theory and Experiment

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97 Rare events and disorder control the brittle yielding of well-annealed amorphous solids
Misaki Ozawa, Ludovic Berthier, Giulio Biroli, Gilles Tarjus
2022 - Physical Review Research

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98 Modeling sequence-space exploration and emergence of epistatic signals in protein evolution
M Bisardi, J Rodriguez-Rivas, Francesco Zamponi, M Weigt
2022 - Molecular Biology and Evolution

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99 Critical behavior of the Anderson model on the Bethe lattice via a large-deviation approach
Giulio Biroli, Alexander K. Hartmann, Marco Tarzia
2022 - Physical Review B

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100 An analytic theory of shallow networks dynamics for hinge loss classification*
Franco Pellegrini, Giulio Biroli
2021 - Journal of Statistical Mechanics: Theory and Experiment

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