Publications

Disordered systems and applications

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

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

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

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

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

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56 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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57 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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58 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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59 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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60 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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61 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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62 Elasticity, Facilitation, and Dynamic Heterogeneity in Glass-Forming Liquids
Misaki Ozawa, Giulio Biroli
2023 - Physical Review Letters

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63 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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64 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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65 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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66 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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67 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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68 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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69 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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70 Bootstrapping traceless symmetric $O(N)$ scalars
Marten Reehorst, Maria Refinetti, Alessandro Vichi
2023 - SciPost Physics

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

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72 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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73 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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74 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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75 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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76 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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77 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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78 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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79 Cosmology with cosmic web environments
Tony Bonnaire, Nabila Aghanim, Joseph Kuruvilla, Aurélien Decelle
2022 - Astronomy & Astrophysics - A&A

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80 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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81 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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82 Glasses and aging: A Statistical Mechanics Perspective
Francesco Arceri, François P. Landes, Ludovic Berthier, Giulio Biroli
2022 -

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83 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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84 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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85 Effects of intraspecific cooperative interactions in large ecosystems
Ada Altieri, Giulio Biroli
2022 - SciPost Physics

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86 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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87 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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88 Associative bond swaps in molecular dynamics
Simone Ciarella, Wouter G Ellenbroek
2022 - SciPost Physics

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89 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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90 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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91 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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92 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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93 Triple descent and the two kinds of overfitting: where and why do they appear?*
Stéphane D’ascoli, Levent Sagun, Giulio Biroli
2021 - Journal of Statistical Mechanics: Theory and Experiment

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94 Efficient generative modeling of protein sequences using simple autoregressive models
Jeanne Trinquier, Guido Uguzzoni, Andrea Pagnani, Francesco Zamponi, Martin Weigt
2021 - Nature Communications

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95 adabmDCA: adaptive Boltzmann machine learning for biological sequences
Anna Paola Muntoni, Andrea Pagnani, Martin Weigt, Francesco Zamponi
2021 - BMC Bioinformatics

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96 Three simple scenarios for high-dimensional sphere packings
Patrick Charbonneau, Peter Morse, Will Perkins, Francesco Zamponi
2021 - Physical Review E

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97 Active matter in infinite dimensions: Fokker–Planck equation and dynamical mean-field theory at low density
Francesco Zamponi, Thibaut Arnoulx de Pirey, Alessandro Manacorda, Frédéric van Wijland
2021 - The Journal of Chemical Physics

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98 Dynamics of Liquids in the Large-Dimensional Limit
Chen Liu, Giulio Biroli, David R Reichman, Grzegorz Szamel
2021 - Physical Review E

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99 PAGnol: An Extra-Large French Generative Model
Julien Launay, Elena Tommasone, Baptiste Pannier, François Boniface, Amélie Chatelain, Alessandro Cappelli, Iacopo Poli, Djamé Seddah
2021 - -REPORT-

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100 Sparse generative modeling via parameter-reduction of Boltzmann machines: application to protein-sequence families
Pierre Barrat-Charlaix, Anna Paola Muntoni, Kai Shimagaki, Martin Weigt, Francesco Zamponi
2021 - Physical Review E

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