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

3 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

4 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

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

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

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

8 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-

9 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

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

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

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

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

14 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

15 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

16 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

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

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

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

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

21 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

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

23 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

24 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

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

26 Machine learning glasses
Giulio Biroli
2020 - Nature Physics

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

28 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

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

30 Marvels and pitfalls of the Langevin algorithm in noisy high-dimensional inference
Stefano Sarao Mannelli, Giulio Biroli, Chiara Cammarota, Florent Krzakala, Pierfrancesco Urbani, Lenka Zdeborova
2020 - Physical Review X

31 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

32 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

33 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

34 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

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

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

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

38 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

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

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

41 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-

42 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

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

44 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

45 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