2023

1   Far-from-equilibrium criticality in the random-field Ising model with Eshelby interactions
 Saverio Rossi, Giulio Biroli, Misaki Ozawa, Gilles Tarjus
Physical Review B
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2   Graph-based Approximate Message Passing Iterations
 Cédric Gerbelot, Raphaël Berthier
Information and Inference
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3   Finding defects in glasses through machine learning
 Simone Ciarella, Dmytro Khomenko, Ludovic Berthier, Felix Mocanu, David Reichman, Camille Scalliet, Francesco Zamponi
Nature Communications
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4   Multiscale Data-Driven Energy Estimation and Generation
 Tanguy Marchand, Misaki Ozawa, Giulio Biroli, Stéphane Mallat
Physical Review X
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5   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
Journal of Statistical Mechanics: Theory and Experiment
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6   Generative diffusion in very large dimensions
 Giulio Biroli, Marc Mézard
Journal of Statistical Mechanics: Theory and Experiment
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7   Generating configurations of increasing lattice size with machine learning and the inverse renormalization group
 Dimitrios Bachtis
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8   Dynamical Heterogeneity in Glass-Forming Liquids
 Giulio Biroli, Kunimasa Miyazaki, David Reichman
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9   The Kauzmann Transition to an Ideal Glass Phase
 Chiara Cammarota, Misaki Ozawa, Gilles Tarjus
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10   Quenched complexity of equilibria for asymmetric generalized Lotka–Volterra equations
 Valentina Ros, Felix Roy, Giulio Biroli, Guy Bunin
Journal of Physics A: Mathematical and Theoretical
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11   Scaling Description of Dynamical Heterogeneity and Avalanches of Relaxation in Glass-Forming Liquids
 Ali Tahaei, Giulio Biroli, Misaki Ozawa, Marko Popović, Matthieu Wyart
Physical Review X
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12   Predicting Dynamic Heterogeneity in Glass-Forming Liquids by Physics-informed Machine Learning
 Gerhard Jung, Giulio Biroli, Ludovic Berthier
Physical Review Letters
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13   Artificial selection of communities drives the emergence of structured interactions
 Jules Fraboul, Giulio Biroli, Silvia de Monte
Journal of Theoretical Biology
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14   Generalized Lotka-Volterra Equations with Random, Nonreciprocal Interactions: The Typical Number of Equilibria
 Valentina Ros, Felix Roy, Giulio Biroli, Guy Bunin, Ari M. Turner
Physical Review Letters
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15   Dynamics of supercooled liquids from static averaged quantities using machine learning
 Simone Ciarella, Massimiliano Chiappini, Emanuele Boattini, Marjolein Dijkstra, Liesbeth M C Janssen
Machine Learning: Science and Technology
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16   Elasticity, Facilitation, and Dynamic Heterogeneity in Glass-Forming Liquids
 Misaki Ozawa, Giulio Biroli
Physical Review Letters
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17   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
Nano Letters
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18   Machine-learning-assisted Monte Carlo fails at sampling computationally hard problems
 Simone Ciarella, Jeanne Trinquier, Martin Weigt, Francesco Zamponi
Machine Learning: Science and Technology
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19   Asymptotic Errors for Teacher-Student Convex Generalized Linear Models (or : How to Prove Kabashima's Replica Formula)
 Cedric Gerbelot, Alia Abbara, Florent Krzakala
IEEE Transactions on Information Theory
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20   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
The Journal of Chemical Physics
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21   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
Physical Review E
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22   Bootstrapping traceless symmetric $O(N)$ scalars
 Marten Reehorst, Maria Refinetti, Alessandro Vichi
SciPost Physics
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23   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
EPL - Europhysics Letters
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24   Creating bulk ultrastable glasses by random particle bonding
 Misaki Ozawa, Yasutaka Iwashita, Walter Kob, Francesco Zamponi
Nature Communications
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25   Cosmology with cosmic web environments II. Redshift-space auto and cross power spectra
 Tony Bonnaire, Joseph Kuruvilla, Nabila Aghanim, Aurélien Decelle
Astronomy & Astrophysics - A&A
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25
Publications
2023

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