•Statistical physics

Disordered systems and applications

Publications

Disordered systems and applications

1 Dynamical mean-field theory for stochastic gradient descent in Gaussian mixture classification
Francesca Mignacco, Florent Krzakala, Pierfrancesco Urbani, Lenka Zdeborová
2020 -

2 On the Number of Limit Cycles in Diluted Neural Networks
Sungmin Hwang, Enrico Lanza, Giorgio Parisi, Jacopo Rocchi, Giancarlo Ruocco, Francesco Zamponi
2020 - Journal of Statistical Physics

3 Modelling the influence of data structure on learning in neural networks: the hidden manifold model
Sebastian Goldt, Marc Mézard, Florent Krzakala, Lenka Zdeborová
2020 - Physical Review X

4 Aligning biological sequences by exploiting residue conservation and coevolution
Anna Paola Muntoni, Andrea Pagnani, Martin Weigt, Francesco Zamponi
2020 - Physical Review E

5 The Asymptotics of the Clustering Transition for Random Constraint Satisfaction Problems
Louise Budzynski, Guilhem Semerjian
2020 - Journal of Statistical Physics

6 Macroeconomic agent-based models : a statistical physics perspective
Dhruv Sharma
2020 - -THESE-

7 Preface to the special issue on ‘Disordered serendipity: a glassy path to discovery’
Andrea Cavagna, Silvio Franz, Irene Giardina, Luca Leuzzi, Andrea Maiorano, Enzo Marinari, Federico Ricci-Tersenghi, Tommaso Rizzo, Francesco Zamponi
2020 - Journal of Physics A: Mathematical and Theoretical
-ISSUE-

8 Biased measures for random constraint satisfaction problems: larger interaction range and asymptotic expansion
Louise Budzynski, Guilhem Semerjian
2020 - Journal of Statistical Mechanics: Theory and Experiment

9 Algorithmic barriers in random constraint satisfaction problems
Louise Budzynski
2020 - -THESE-

10 Dynamical Mean-Field Theory and Aging Dynamics
Ada Altieri, Giulio Biroli, Chiara Cammarota
2020 - Journal of Physics A: Mathematical and Theoretical

11 Ultrastable metallic glasses in silico
Anshul D. S. Parmar, Misaki Ozawa, Ludovic Berthier
2020 - Physical Review Letters

12 Recovery thresholds in the sparse planted matching problem
Guilhem Semerjian, Gabriele Sicuro, Lenka Zdeborová
2020 - Physical Review E

13 Anomalous dynamics on the ergodic side of the many-body localization transition and the glassy phase of directed polymers in random media
G. Biroli, M. Tarzia
2020 - Physical Review B

14 Learning performance in inverse Ising problems with sparse teacher couplings
Alia Abbara, Yoshiyuki Kabashima, Tomoyuki Obuchi, Yingying Xu
2020 - Journal of Statistical Mechanics: Theory and Experiment

15 Mutual Information and Optimality of Approximate Message-Passing in Random Linear Estimation
Jean Barbier, Nicolas Macris, Mohamad Dia, Florent Krzakala
2020 - IEEE Transactions on Information Theory

16 The role of regularization in classification of high-dimensional noisy Gaussian mixture
Francesca Mignacco, Florent Krzakala, Yue M. Lu, Lenka Zdeborová
2020 -

17 Depletion of Two-Level Systems in Ultrastable Computer-Generated Glasses
Dmytro Khomenko, Camille Scalliet, Ludovic Berthier, David Reichman, Francesco Zamponi
2020 - Physical Review Letters

18 Complex interactions can create persistent fluctuations in high-diversity ecosystems
Felix Roy, Matthieu Barbier, Giulio Biroli, Guy Bunin
2020 - PLoS Computational Biology

19 Force balance controls the relaxation time of the gradient descent algorithm in the satisfiable phase
Sungmin Hwang, Harukuni Ikeda
2020 - Physical Review E

20 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
2020 - Journal of Physics A: Mathematical and Theoretical

21 Jamming with Tunable Roughness
Harukuni Ikeda, Carolina Brito, Matthieu Wyart, Francesco Zamponi
2020 - Physical Review Letters

22 Numerical solution of the dynamical mean field theory of infinite-dimensional equilibrium liquids
Alessandro Manacorda, Gregory Schehr, Francesco Zamponi
2020 - The Journal of Chemical Physics

23 On the universality of noiseless linear estimation with respect to the measurement matrix
Alia Abbara, Antoine Baker, Florent Krzakala, Lenka Zdeborová
2020 - Journal of Physics A: Mathematical and Theoretical

24 Compressed sensing reconstruction using Expectation Propagation
Alfredo Braunstein, Anna Paola Muntoni, Andrea Pagnani, Mirko Pieropan
2020 - Journal of Physics A: Mathematical and Theoretical

25 Machine learning glasses
Giulio Biroli
2020 - Nature Physics

26 Fundamental limits of detection in the spiked Wigner model
Ahmed El Alaoui, Florent Krzakala, Michael Jordan
2020 - The Annals of Statistics

27 Blind calibration for compressed sensing: State evolution and an online algorithm
Marylou Gabrié, Jean Barbier, Florent Krzakala, Lenka Zdeborová
2020 - Journal of Physics A: Mathematical and Theoretical

28 Distribution of rare saddles in the p -spin energy landscape
Valentina Ros
2020 - Journal of Physics A: Mathematical and Theoretical

29 Scaling description of generalization with number of parameters in deep learning
Mario Geiger, Arthur Jacot, Stefano Spigler, Franck Gabriel, Levent Sagun, Stéphane D’ascoli, Giulio Biroli, Clément Hongler, Matthieu Wyart
2020 - Journal of Statistical Mechanics: Theory and Experiment

30 Attractive versus truncated repulsive supercooled liquids: The dynamics is encoded in the pair correlation function
François P. Landes, Giulio Biroli, Olivier Dauchot, Andrea Liu, David Reichman
2020 - Physical Review E

31 Anderson transition on the Bethe lattice: an approach with real energies
Giorgio Parisi, Saverio Pascazio, Francesca Pietracaprina, Valentina Ros, Antonello Scardicchio
2020 - Journal of Physics A: Mathematical and Theoretical

32 Glass stability changes the nature of yielding under oscillatory shear
Wei-Ting Yeh, Misaki Ozawa, Kunimasa Miyazaki, Takeshi Kawasaki, Ludovic Berthier
2020 - Physical Review Letters

33 Role of fluctuations in the yielding transition of two-dimensional glasses
Misaki Ozawa, Ludovic Berthier, Giulio Biroli, Gilles Tarjus
2020 - Physical Review Research

34 Reservoir Computing meets Recurrent Kernels and Structured Transforms
Jonathan Dong, Ruben Ohana, Mushegh Rafayelyan, Florent Krzakala
2020 - Advances in Neural Information Processing Systems
-PROCEEDINGS-

35 Dynamics of stochastic gradient descent for two-layer neural networks in the teacher–student setup
Sebastian Goldt, Madhu S Advani, Andrew M Saxe, Florent Krzakala, Lenka Zdeborová
2020 - Journal of Statistical Mechanics: Theory and Experiment

36 Large-Scale Optical Reservoir Computing for Spatiotemporal Chaotic Systems Prediction
Mushegh Rafayelyan, Jonathan Dong, Yongqi Tan, Florent Krzakala, Sylvain Gigan
2020 - Physical Review X

37 An analytic theory of shallow networks dynamics for hinge loss classification
Franco Pellegrini, Giulio Biroli
2020 - -PROCEEDINGS-

38 Triple descent and the two kinds of overfitting: Where & why do they appear?
Stéphane d'Ascoli, Levent Sagun, Giulio Biroli
2020 -

39 Predicting plasticity in disordered solids from structural indicators
D. Richard, Misaki Ozawa, S. Patinet, E. Stanifer, B. Shang, S. A. Ridout, B. Xu, G. Zhang, P. K. Morse, J. -L. Barrat, Ludovic Berthier, M. L. Falk, P. Guan, A. J. Liu, K. Martens, S. Sastry, D. Vandembroucq, E. Lerner, M. L. Manning
2020 - Physical Review Materials

40 Large deviations for the largest eigenvalues and eigenvectors of spiked Gaussian random matrices
Giulio Biroli, Alice Guionnet
2020 - Electronic Communications in Probability

41 Brittle yielding of amorphous solids at finite shear rates
Murari Singh, Misaki Ozawa, Ludovic Berthier
2020 - Physical Review Materials

42 Complex Dynamics in Simple Neural Networks: Understanding Gradient Flow in Phase Retrieval
Stefano Sarao Mannelli, Giulio Biroli, Chiara Cammarota, Florent Krzakala, Pierfrancesco Urbani, Lenka Zdeborová
2020 - -PROCEEDINGS-

43 Optical Reservoir Computing Using Multiple Light Scattering for Chaotic Systems Prediction
Jonathan Dong, Mushegh Rafayelyan, Florent Krzakala, Sylvain Gigan
2020 - IEEE Journal of Selected Topics in Quantum Electronics

44 Double Trouble in Double Descent : Bias and Variance(s) in the Lazy Regime
Stéphane d'Ascoli, Maria Refinetti, Giulio Biroli, Florent Krzakala
2020 - -PROCEEDINGS-

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Publications

Statistical physics