2023
1 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
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
2 Machine-learning-assisted Monte Carlo fails at sampling computationally hard problems
Simone Ciarella, Jeanne Trinquier, Martin Weigt, Francesco Zamponi
Machine Learning: Science and Technology
Simone Ciarella, Jeanne Trinquier, Martin Weigt, Francesco Zamponi
Machine Learning: Science and Technology
3 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
Journal of Chemical Physics
Felix Mocanu, Ludovic Berthier, Simone Ciarella, Dmytro Khomenko, David Reichman, Camille Scalliet, Francesco Zamponi
Journal of Chemical Physics
4 Creating bulk ultrastable glasses by random particle bonding
Misaki Ozawa, Yasutaka Iwashita, Walter Kob, Francesco Zamponi
Nature Communications
Misaki Ozawa, Yasutaka Iwashita, Walter Kob, Francesco Zamponi
Nature Communications
5 Bootstrapping traceless symmetric $O(N)$ scalars
Marten Reehorst, Maria Refinetti, Alessandro Vichi
SciPost Phys.
Marten Reehorst, Maria Refinetti, Alessandro Vichi
SciPost Phys.
2022
6 Finite-Disorder Critical Point in the Yielding Transition of Elastoplastic Models
Saverio Rossi, Giulio Biroli, Misaki Ozawa, Gilles Tarjus, Francesco Zamponi
Physical Review Letters
Saverio Rossi, Giulio Biroli, Misaki Ozawa, Gilles Tarjus, Francesco Zamponi
Physical Review Letters
7 Gradient descent dynamics and the jamming transition in infinite dimensions
Alessandro Manacorda, Francesco Zamponi
Journal of Physics A: Mathematical and Theoretical
Alessandro Manacorda, Francesco Zamponi
Journal of Physics A: Mathematical and Theoretical
8 Equilibrium fluctuations in mean-field disordered models
Giampaolo Folena, Giulio Biroli, Patrick Charbonneau, Yi Hu, Francesco Zamponi
Physical Review E
Giampaolo Folena, Giulio Biroli, Patrick Charbonneau, Yi Hu, Francesco Zamponi
Physical Review E
9 Local Dynamical Heterogeneity in Simple Glass Formers
Giulio Biroli, Patrick Charbonneau, Giampaolo Folena, Yi Hu, Francesco Zamponi
Physical Review Letters
Giulio Biroli, Patrick Charbonneau, Giampaolo Folena, Yi Hu, Francesco Zamponi
Physical Review Letters
10 Glasses and aging: A Statistical Mechanics Perspective
Francesco Arceri, François P. Landes, Ludovic Berthier, Giulio Biroli
Francesco Arceri, François P. Landes, Ludovic Berthier, Giulio Biroli
11 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
Journal of Chemical Physics
Marco Benedetti, Enrico Ventura, Enzo Marinari, Giancarlo Ruocco, Francesco Zamponi
Journal of Chemical Physics
12 Author Correction: Efficient generative modeling of protein sequences using simple autoregressive models
Jeanne Trinquier, Guido Uguzzoni, Andrea Pagnani, Francesco Zamponi, Martin Weigt
Nature Communications
Jeanne Trinquier, Guido Uguzzoni, Andrea Pagnani, Francesco Zamponi, Martin Weigt
Nature Communications
2021
13 Efficient generative modeling of protein sequences using simple autoregressive models
Jeanne Trinquier, Guido Uguzzoni, Andrea Pagnani, Francesco Zamponi, Martin Weigt
Nature Communications
Jeanne Trinquier, Guido Uguzzoni, Andrea Pagnani, Francesco Zamponi, Martin Weigt
Nature Communications
14 adabmDCA: adaptive Boltzmann machine learning for biological sequences
Francesco Zamponi, Anna Paola Muntoni, Andrea Pagnani, Martin Weigt
BMC Bioinformatics
Francesco Zamponi, Anna Paola Muntoni, Andrea Pagnani, Martin Weigt
BMC Bioinformatics
15 Three simple scenarios for high-dimensional sphere packings
Patrick Charbonneau, Peter Morse, Will Perkins, Francesco Zamponi
Physical Review E
Patrick Charbonneau, Peter Morse, Will Perkins, Francesco Zamponi
Physical Review E
16 Modeling sequence-space exploration and emergence of epistatic signals in protein evolution
M Bisardi, J Rodriguez-Rivas, Francesco Zamponi, M Weigt
Molecular Biology and Evolution
M Bisardi, J Rodriguez-Rivas, Francesco Zamponi, M Weigt
Molecular Biology and Evolution
17 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
Journal of Chemical Physics
Francesco Zamponi, Thibaut Arnoulx de Pirey, Alessandro Manacorda, Frédéric van Wijland
Journal of Chemical Physics
18 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
Phys.Rev.E
Pierre Barrat-Charlaix, Anna Paola Muntoni, Kai Shimagaki, Martin Weigt, Francesco Zamponi
Phys.Rev.E
19 Mean-Field Caging in a Random Lorentz Gas
Giulio Biroli, Patrick Charbonneau, Yi Hu, Harukuni Ikeda, Grzegorz Szamel, Francesco Zamponi
Journal of Physical Chemistry B
Giulio Biroli, Patrick Charbonneau, Yi Hu, Harukuni Ikeda, Grzegorz Szamel, Francesco Zamponi
Journal of Physical Chemistry B
20 Good speciation and endogenous business cycles in a constraint satisfaction macroeconomic model
Dhruv Sharma, Jean-Philippe Bouchaud, Marco Tarzia, Francesco Zamponi
Journal of Statistical Mechanics: Theory and Experiment
Dhruv Sharma, Jean-Philippe Bouchaud, Marco Tarzia, Francesco Zamponi
Journal of Statistical Mechanics: Theory and Experiment
21 Random Assignment Problems on 2d Manifolds
Dario Benedetto, Emanuele Caglioti, Sergio Caracciolo, Matteo d'Achille, Gabriele Sicuro, Andrea Sportiello
Journal of Statistical Physics
Dario Benedetto, Emanuele Caglioti, Sergio Caracciolo, Matteo d'Achille, Gabriele Sicuro, Andrea Sportiello
Journal of Statistical Physics
22 Low-frequency vibrational spectrum of mean-field disordered systems
Eran Bouchbinder, Edan Lerner, Corrado Rainone, Pierfrancesco Urbani, Francesco Zamponi
Physical Review B
Eran Bouchbinder, Edan Lerner, Corrado Rainone, Pierfrancesco Urbani, Francesco Zamponi
Physical Review B
23 Relationship between two-level systems and quasilocalized normal modes in glasses
Dmytro Khomenko, David Reichman, Francesco Zamponi
Physical Review Materials
Dmytro Khomenko, David Reichman, Francesco Zamponi
Physical Review Materials
24 V-, U-, L-or W-shaped economic recovery after Covid-19: Insights from an Agent Based Model
Dhruv Sharma, Jean-Philippe Bouchaud, Stanislao Gualdi, Marco Tarzia, Francesco Zamponi
PLoS ONE
Dhruv Sharma, Jean-Philippe Bouchaud, Stanislao Gualdi, Marco Tarzia, Francesco Zamponi
PLoS ONE
25 Interplay between percolation and glassiness in the random Lorentz gas
Giulio Biroli, Patrick Charbonneau, Eric Corwin, Yi Hu, Harukuni Ikeda, Grzegorz Szamel, Francesco Zamponi
Physical Review E
Giulio Biroli, Patrick Charbonneau, Eric Corwin, Yi Hu, Harukuni Ikeda, Grzegorz Szamel, Francesco Zamponi
Physical Review E
26 Dynamical instantons and activated processes in mean-field glass models
Valentina Ros, Giulio Biroli, Chiara Cammarota
SciPost Physics
Valentina Ros, Giulio Biroli, Chiara Cammarota
SciPost Physics
27 Generalisation error in learning with random features and the hidden manifold model
Federica Gerace, Bruno Loureiro, Florent Krzakala, Marc Mezard, Lenka Zdeborová
Journal of Statistical Mechanics: Theory and Experiment
Federica Gerace, Bruno Loureiro, Florent Krzakala, Marc Mezard, Lenka Zdeborová
Journal of Statistical Mechanics: Theory and Experiment
28 Mean-field model of interacting quasilocalized excitations in glasses
Corrado Rainone, Pierfrancesco Urbani, Francesco Zamponi, Edan Lerner, Eran Bouchbinder
SciPost Physics Core
Corrado Rainone, Pierfrancesco Urbani, Francesco Zamponi, Edan Lerner, Eran Bouchbinder
SciPost Physics Core
29 Large deviations of extreme eigenvalues of generalized sample covariance matrices
Antoine Maillard
EPL
Antoine Maillard
EPL
30 Out-of-equilibrium phase diagram of the quantum random energy model
Giulio Biroli, Davide Facoetti, Marco Schiró, Marco Tarzia, Pierpaolo Vivo
Physical Review B
Giulio Biroli, Davide Facoetti, Marco Schiró, Marco Tarzia, Pierpaolo Vivo
Physical Review B
31 Searching for the Gardner transition in glassy glycerol
Samuel Albert, Giulio Biroli, François Ladieu, Roland Tourbot, Pierfrancesco Urbani
Physical Review Letters
Samuel Albert, Giulio Biroli, François Ladieu, Roland Tourbot, Pierfrancesco Urbani
Physical Review Letters
2020
32 Dynamical mean-field theory for stochastic gradient descent in Gaussian mixture classification
Francesca Mignacco, Florent Krzakala, Pierfrancesco Urbani, Lenka Zdeborová
Francesca Mignacco, Florent Krzakala, Pierfrancesco Urbani, Lenka Zdeborová
33 On the Number of Limit Cycles in Diluted Neural Networks
Sungmin Hwang, Enrico Lanza, Giorgio Parisi, Jacopo Rocchi, Giancarlo Ruocco, Francesco Zamponi
Journal of Statistical Physics
Sungmin Hwang, Enrico Lanza, Giorgio Parisi, Jacopo Rocchi, Giancarlo Ruocco, Francesco Zamponi
Journal of Statistical Physics
34 Aligning biological sequences by exploiting residue conservation and coevolution
Anna Paola Muntoni, Andrea Pagnani, Martin Weigt, Francesco Zamponi
Physical Review E
Anna Paola Muntoni, Andrea Pagnani, Martin Weigt, Francesco Zamponi
Physical Review E
35 Macroeconomic agent-based models : a statistical physics perspective
Dhruv Sharma
-THESE-
Dhruv Sharma
-THESE-
36 Biased measures for random constraint satisfaction problems: larger interaction range and asymptotic expansion
Louise Budzynski, Guilhem Semerjian
Journal of Statistical Mechanics: Theory and Experiment
Louise Budzynski, Guilhem Semerjian
Journal of Statistical Mechanics: Theory and Experiment
37 The Asymptotics of the Clustering Transition for Random Constraint Satisfaction Problems
Louise Budzynski, Guilhem Semerjian
Journal of Statistical Physics
Louise Budzynski, Guilhem Semerjian
Journal of Statistical Physics
38 Algorithmic barriers in random constraint satisfaction problems
Louise Budzynski
-THESE-
Louise Budzynski
-THESE-
39 Dynamical Mean-Field Theory and Aging Dynamics
Ada Altieri, Giulio Biroli, Chiara Cammarota
Journal of Physics A: Mathematical and Theoretical
Ada Altieri, Giulio Biroli, Chiara Cammarota
Journal of Physics A: Mathematical and Theoretical
40 Role of fluctuations in the yielding transition of two-dimensional glasses
Misaki Ozawa, Ludovic Berthier, Giulio Biroli, Gilles Tarjus
Physical Review Research
Misaki Ozawa, Ludovic Berthier, Giulio Biroli, Gilles Tarjus
Physical Review Research
41 The role of regularization in classification of high-dimensional noisy Gaussian mixture
Francesca Mignacco, Florent Krzakala, Yue M. Lu, Lenka Zdeborová
Francesca Mignacco, Florent Krzakala, Yue M. Lu, Lenka Zdeborová
42 Depletion of Two-Level Systems in Ultrastable Computer-Generated Glasses
Dmytro Khomenko, Camille Scalliet, Ludovic Berthier, David Reichman, Francesco Zamponi
Physical Review Letters
Dmytro Khomenko, Camille Scalliet, Ludovic Berthier, David Reichman, Francesco Zamponi
Physical Review Letters
43 How to iron out rough landscapes and get optimal performances: averaged gradient descent and its application to tensor PCA
Giulio Biroli, Chiara Cammarota, Federico Ricci-Tersenghi
Journal of Physics A: Mathematical and Theoretical
Giulio Biroli, Chiara Cammarota, Federico Ricci-Tersenghi
Journal of Physics A: Mathematical and Theoretical
44 Jamming with Tunable Roughness
Harukuni Ikeda, Carolina Brito, Matthieu Wyart, Francesco Zamponi
Physical Review Letters
Harukuni Ikeda, Carolina Brito, Matthieu Wyart, Francesco Zamponi
Physical Review Letters
45 Numerical solution of the dynamical mean field theory of infinite-dimensional equilibrium liquids
Alessandro Manacorda, Gregory Schehr, Francesco Zamponi
Journal of Chemical Physics
Alessandro Manacorda, Gregory Schehr, Francesco Zamponi
Journal of Chemical Physics
46 On the universality of noiseless linear estimation with respect to the measurement matrix
Alia Abbara, Antoine Baker, Florent Krzakala, Lenka Zdeborová
Journal of Physics A: Mathematical and Theoretical
Alia Abbara, Antoine Baker, Florent Krzakala, Lenka Zdeborová
Journal of Physics A: Mathematical and Theoretical
47 Blind calibration for compressed sensing: State evolution and an online algorithm
Marylou Gabrié, Jean Barbier, Florent Krzakala, Lenka Zdeborová
Journal of Physics A: Mathematical and Theoretical
Marylou Gabrié, Jean Barbier, Florent Krzakala, Lenka Zdeborová
Journal of Physics A: Mathematical and Theoretical
48 Anderson transition on the Bethe lattice: an approach with real energies
Giorgio Parisi, Saverio Pascazio, Francesca Pietracaprina, Valentina Ros, Antonello Scardicchio
Journal of Physics A: Mathematical and Theoretical
Giorgio Parisi, Saverio Pascazio, Francesca Pietracaprina, Valentina Ros, Antonello Scardicchio
Journal of Physics A: Mathematical and Theoretical
49 An analytic theory of shallow networks dynamics for hinge loss classification
Franco Pellegrini, Giulio Biroli
-PROCEEDINGS-
Franco Pellegrini, Giulio Biroli
-PROCEEDINGS-
50 Triple descent and the two kinds of overfitting: Where & why do they appear?
Stéphane d'Ascoli, Levent Sagun, Giulio Biroli
Stéphane d'Ascoli, Levent Sagun, Giulio Biroli