Hierarchical self-assembly for high-yield addressable complexity at fixed conditions

M. Holmes‐Cerfon; M. Wyart 

Probing the latent hierarchical structure of data via diffusion models

A. Sclocchi; A. Favero; N. Itzhak Levi; M. Wyart 

Investigating Criticality in Rock Failure Using Fiber-Optic Strain Sensing

H. Chen; P. A. Selvadurai; T. de Geus; A. F. Salazar Vásquez; P. Bianchi et al. 

Thermal Avalanches Drive Logarithmic Creep in Disordered Media

D. J. Korchinski; D. Shohat; Y. Lahini; M. Wyart 

The role of excitations in supercooled liquids: Density, geometry, and relaxation dynamics

W. Ji; M. P. Ciamarra; M. Wyart 

A phase transition in diffusion models reveals the hierarchical nature of data

A. Sclocchi; A. Favero; M. Wyart 

Dynamical heterogeneities of thermal creep in pinned interfaces

T. W. De Geus; A. Rosso; M. Wyart 

How data structures affect generalization in Kernel Methods and Deep Learning

The Physics of Data and Tasks: Theories of Locality and Compositionality in Deep Learning

What can be learnt with wide convolutional neural networks?

F. Cagnetta; A. Favero; M. Wyart 

Computational complexity of deep learning: fundamental limitations and empirical phenomena

B. Barak; A. Carrell; A. Favero; W. Li; L. Stephan et al. 

Kernels, data & physics

F. Cagnetta; D. Oliveira; M. Sabanayagam; N. Tsilivis; J. Kempe 

Armouring of a Frictional Interface by Mechanical Noise

E. El Sergany; M. Wyart; T. W. de Geus 

How Deep Neural Networks Learn Compositional Data: The Random Hierarchy Model

F. Cagnetta; L. Petrini; U. M. Tomasini; A. Favero; M. Wyart 

Testing Theories of the Glass Transition with the Same Liquid but Many Kinetic Rules

C. Gavazzoni; C. Brito; M. Wyart 

Local vs. cooperative: Unraveling glass transition mechanisms with SEER

M. P. Ciamarra; W. Ji; M. Wyart 

On the different regimes of stochastic gradient descent

A. Sclocchi; M. Wyart 

How deep convolutional neural networks lose spatial information with training

U. M. Tomasini; L. Petrini; F. Cagnetta; M. Wyart 

Learning sparse features can lead to overfitting in neural networks

L. Petrini; F. Cagnetta; E. Vanden-Eijnden; M. Wyart 

Scaling Description of Dynamical Heterogeneity and Avalanches of Relaxation in Glass-Forming Liquids

A. Tahaei; G. Biroli; M. Ozawa; M. Popovi; M. Wyart 

A recipe for cracking the quantum scaling limit with machine learned electron densities

J. A. Rackers; L. Tecot; M. Geiger; T. E. Smidt 

Breaking the Curse of Dimensionality in Deep Neural Networks by Learning Invariant Representations

Scaling theory for the statistics of slip at frictional interfaces

T. W. J. de Geus; M. Wyart 

Scaling Description of Creep Flow in Amorphous Solids

M. Popovic; T. W. J. de Geus; W. Ji; A. Rosso; M. Wyart 

Relative stability toward diffeomorphisms indicates performance in deep nets

L. Petrini; A. Favero; M. Geiger; M. Wyart 

Locality defeats the curse of dimensionality in convolutional teacher-student scenarios*

A. Favero; F. Cagnetta; M. Wyart 

E(3)-equivariant graph neural networks for data-efficient and accurate interatomic potentials

S. Batzner; A. Musaelian; L. Sun; M. Geiger; J. P. Mailoa et al. 

Microscopic interplay of temperature and disorder of a one-dimensional elastic interface

N. Caballero; T. Giamarchi; V. Lecomte; E. Agoritsas 

Bottlenecks, Modularity, and the Neural Control of Behavior

A. Nande; V. Dubinkina; R. Ravasio; G. H. Zhang; G. J. Berman 

Mean-field description for the architecture of low-energy excitations in glasses

W. Ji; T. de Geus; E. Agoritsas; M. Wyart 

High-dimensional optimization under nonconvex excluded volume constraints

A. Sclocchi; P. Urbani 

Failure and success of the spectral bias prediction for Laplace Kernel Ridge Regression: the case of low-dimensional data

U. M. Tomasini; A. Sclocchi; M. Wyart 

Learning sparse features can lead to overfitting in neural networks

L. Petrini; F. Cagnetta; E. Vanden-Eijnden; M. Wyart 

Work fluctuations in the active Ornstein-Uhlenbeck particle model

M. Semeraro; A. Suma; I. Petrelli; F. Cagnetta; G. Gonnella 

Supersymmetries in nonequilibrium Langevin dynamics

B. Marguet; E. Agoritsas; L. Canet; V. Lecomte 

Field-dependent roughness of moving domain walls in a Pt/Co/Pt magnetic thin film

M. J. Cortés Burgos; P. C. Guruciaga; D. Jordán; C. P. Quinteros; E. Agoritsas et al. 

Thermally activated flow in models of amorphous solids

M. Popovic; T. W. J. de Geus; W. Ji; M. Wyart 

A numerical study of the statistics of roughness parameters for fluctuating interfaces

S. Bustingorry; J. Guyonnet; P. Paruch; E. Agoritsas 

Predictors and predictands of linear response in spatially extended systems

U. M. Tomasini; V. Lucarini 

Nonlocal Effects Reflect the Jamming Criticality in Frictionless Granular Flows Down Inclines

H. Perrin; M. Wyart; B. Metzger; Y. Forterre 

How isotropic kernels perform on simple invariants

J. Paccolat; S. Spigler; M. Wyart 

Landscape and training regimes in deep learning

M. Geiger; L. Petrini; M. Wyart 

Geometric compression of invariant manifolds in neural networks

J. Paccolat; L. Petrini; M. Geiger; K. Tyloo; M. Wyart 

Self-organized patterning of cell morphology via mechanosensitive feedback

N. A. Dye; M. Popovic; K. V. Iyer; J. F. Fuhrmann; R. Piscitello-Gomez et al. 

Mean-field dynamics of infinite-dimensional particle systems: global shear versus random local forcing

E. Agoritsas 

Inferring the flow properties of epithelial tissues from their geometry

M. Popovic; V. Druelle; N. A. Dye; F. Juelicher; M. Wyart 

Hydrodynamic-driven morphogenesis of karst draperies: spatio-temporal analysis of the two-dimensional impulse response

P. G. Ledda; G. Balestra; G. Lerisson; B. Scheid; M. Wyart et al. 

Finding symmetry breaking order parameters with Euclidean neural networks

T. E. Smidt; M. Geiger; B. K. Miller 

A direct link between active matter and sheared granular systems

P. K. Morse; S. Roy; E. Agoritsas; E. Stanifer; E. I. Corwin et al. 

Local excitations in amorphous solids

Loss landscape and symmetries in Neural Networks

Relative stability toward diffeomorphisms indicates performance in deep nets

L. Petrini; A. Favero; M. Geiger; M. Wyart 

Locality defeats the curse of dimensionality in convolutional teacher-student scenarios

A. Favero; F. Cagnetta; M. Wyart 

Thermal origin of quasilocalized excitations in glasses

W. Ji; T. W. J. de Geus; M. Popovic; E. Agoritsas; M. Wyart 

Asymptotic learning curves of kernel methods: empirical data versus teacher-student paradigm

S. Spigler; M. Geiger; M. Wyart 

Disentangling feature and lazy training in deep neural networks

M. Geiger; S. Spigler; A. Jacot; M. Wyart 

Improving the initial guess for the Newton-Raphson protocol in time-dependent simulations

J. C. Volmer; T. W. J. de Geus; R. H. J. Peerlings 

From bulk descriptions to emergent interfaces: Connecting the Ginzburg-Landau and elastic-line models

N. Caballero; E. Agoritsas; V. Lecomte; T. Giamarchi 

Energy-based comparison between the Fourier-Galerkin method and the finite element method

J. Vondrejc; T. W. J. de Geus 

Systematic model reduction captures the dynamics of extrinsic noise in biochemical subnetworks

B. Bravi; K. J. Rubin; P. Sollich 

Jamming with Tunable Roughness

H. Ikeda; C. Brito; M. Wyart; F. Zamponi 

Direct coupling analysis of epistasis in allosteric materials

B. Bravi; R. Ravasio; C. Brito; M. Wyart 

Infinitesimal asphericity changes the universality of the jamming transition

H. Ikeda; C. Brito; M. Wyart 

Scaling description of generalization with number of parameters in deep learning

M. Geiger; A. Jacot; S. Spigler; F. Gabriel; L. Sagun et al. 

Mechanics and co-evolution of allosteric materials and proteins

Comparing dynamics: deep neural networks versus glassy systems

M. Baity-Jesi; L. Sagun; M. Geiger; S. Spigler; G. Ben Arpus et al. 

How collective asperity detachments nucleate slip at frictional interfaces

T. W. J. de Geus; M. Popovic; W. Ji; A. Rosso; M. Wyart 

A jamming transition from under- to over-parametrization affects generalization in deep learning

S. Spigler; M. Geiger; S. d’Ascoli; L. Sagun; G. Biroli et al. 

Mechanics of Allostery: Contrasting the Induced Fit and Population Shift Scenarios

R. Ravasio; S. M. Flatt; L. Yan; S. Zamuner; C. Brito et al. 

Maximum-energy records in glassy energy landscapes

I. Hartarsky; M. Baity-Jesi; R. Ravasio; A. Billoire; G. Biroli 

Interparticle Friction Leads to Nonmonotonic Flow Curves and Hysteresis in Viscous Suspensions

H. Perrin; C. Clavaud; M. Wyart; B. Metzger; Y. Forterre 

Out-of-equilibrium dynamical equations of infinite-dimensional particle systems. II. The anisotropic case under shear strain

E. Agoritsas; T. Maimbourg; F. Zamponi 

Jamming transition as a paradigm to understand the loss landscape of deep neural networks

M. Geiger; S. Spigler; S. d’Ascoli; L. Sagun; M. Baity-Jesi et al. 

Out-of-equilibrium dynamical equations of infinite-dimensional particle systems I. The isotropic case

E. Agoritsas; T. Maimbourg; F. Zamponi 

Theory for the density of interacting quasilocalized modes in amorphous solids

W. Ji; M. Popovic; T. W. J. de Geus; E. Lerner; M. Wyart 

Fast generation of ultrastable computer glasses by minimization of an augmented potential energy

G. Kapteijns; W. Ji; C. Brito; M. Wyart; E. Lerner 

A General Theory of Equivariant CNNs on Homogeneous Spaces

T. S. Cohen; M. Geiger; M. Weiler 

Allostery in Its Many Disguises: From Theory to Applications

S. J. Wodak; E. Paci; N. V. Dokholyan; I. N. Berezovsky; A. Horovitz et al. 

Spatial structure of quasilocalized vibrations in nearly jammed amorphous solids

M. Shimada; H. Mizuno; M. Wyart; A. Ikeda 

Universality of jamming of nonspherical particles

C. Brito; H. Ikeda; P. Urbani; M. Wyart; F. Zamponi 

Elastoplastic description of sudden failure in athermal amorphous materials during quasistatic loading

M. Popovic; T. W. J. de Geus; M. Wyart 

Theory for Swap Acceleration near the Glass and Jamming Transitions for Continuously Polydisperse Particles

C. Brito; E. Lerner; M. Wyart 

Principles for Optimal Cooperativity in Allosteric Materials

L. Yan; R. Ravasio; C. Brito; M. Wyart 

Shear fronts in shear-thickening suspensions

E. Han; M. Wyart; I. Peters; H. Jaeger 

Microscopic processes controlling the Herschel-Bulkley exponent

J. Lin; M. Wyart 

3D Steerable CNNs: Learning Rotationally Equivariant Features in Volumetric Data

M. Weiler; M. Geiger; M. Welling; W. Boomsma; T. Cohen 

Comparing Dynamics: Deep Neural Networks versus Glassy Systems

M. Baity-Jesi; L. D. Sagun; M. Geiger; S. Spigler; G. Ben Arous et al. 

Statistical physics approaches to subnetwork dynamics in biochemical systems

B. Bravi; P. Sollich 

Does a Growing Static Length Scale Control the Glass Transition?

M. Wyart; M. E. Cates 

Finite strain FFT-based non-linear solvers made simple

T. W. J. De Geus; J. Vondrejc; J. Zeman; R. H. J. Peerlings; M. G. D. Geers 

Architecture and coevolution of allosteric materials

L. Yan; R. Ravasio; C. Brito; M. Wyart 

Scaling description of non-local rheology

T. Gueudre; J. Lin; A. Rosso; M. Wyart 

Effect of friction on dense suspension flows of hard particles

M. Trulsson; E. Degiuli; M. Wyart 

Friction law and hysteresis in granular materials

E. Degiuli; M. Wyart 

Evidence for Marginal Stability in Emulsions

J. Lin; I. Jorjadze; L-L. Pontani; M. Wyart; J. Brujic 

Model for the erosion onset of a granular bed sheared by a viscous fluid

L. Yan; A. Barizien; M. Wyart 

On variational arguments for vibrational modes near jamming

L. Yan; E. Degiuli; M. Wyart 

Comment on “What Determines the Static Force Chains in Stressed Granular Media?”

E. Degiuli; J. N. Mcelwaine 

Scaling for hard-sphere colloidal glasses near jamming

R. Zargar; E. Degiuli; D. Bonn 

On variational arguments for vibrational modes near jamming (vol 114, 26003, 2016)

L. Yan; E. Degiuli; M. Wyart 

Phase diagram for inertial granular flows

E. Degiuli; J. N. Mcelwaine; M. Wyart 

Unsteady flow and particle migration in dense, non-Brownian suspensions

M. Hermes; B. M. Guy; W. C. K. Poon; G. Poy; M. E. Cates et al. 

Effect of particle collisions in dense suspension flows

G. During; E. Lerner; M. Wyart 

Scale-free channeling patterns near the onset of erosion of sheared granular beds

P. Aussillous; Z. Zou; É. Guazzelli; L. Yan; M. Wyart 

Mean-Field Description of Plastic Flow in Amorphous Solids

J. Lin; M. Wyart 

Dynamics and Correlations among Soft Excitations in Marginally Stable Glasses

L. Yan; M. Baity-Jesi; M. Müller; M. Wyart 

Unified theory of inertial granular flows and non-Brownian suspensions

E. Degiuli; G. Düring; E. Lerner; M. Wyart 

Theory of the jamming transition at finite temperature

E. Degiuli; E. Lerner; M. Wyart 

Marginal Stability in Structural, Spin, and Electron Glasses

M. Müller; M. Wyart 

Adaptive elastic networks as models of supercooled liquids

L. Yan; M. Wyart 

Criticality in the Approach to Failure in Amorphous Solids

J. Lin; T. Gueudre; A. Rosso; M. Wyart 

Scaling description of the yielding transition in soft amorphous solids at zero temperature

J. Lin; E. Lerner; A. Rosso; M. Wyart 

Granulation and bistability in non-Brownian suspensions

M. E. Cates; M. Wyart 

Length scales and self-organization in dense suspension flows

G. Düring; E. Lerner; M. Wyart 

Discontinuous Shear Thickening without Inertia in Dense Non-Brownian Suspensions

M. Wyart; M. Cates 

Force distribution affects vibrational properties in hard-sphere glasses

E. Degiuli; E. Lerner; C. Brito; M. Wyart 

Evolution of Covalent Networks under Cooling: Contrasting the Rigidity Window and Jamming Scenarios

L. Yan; M. Wyart 

Breakdown of continuum elasticity in amorphous solids

E. Lerner; E. Degiuli; G. Düring; M. Wyart 

On the density of shear transformations in amorphous solids

J. Lin; A. Saade; E. Lerner; A. Rosso; M. Wyart 

Effects of coordination and pressure on sound attenuation, boson peak and elasticity in amorphous solids

E. Degiuli; A. Laversanne-Finot; G. Düring; E. Lerner; M. Wyart 

Why glass elasticity affects the thermodynamics and fragility of supercooled liquids

L. Yan; G. During; M. Wyart 

Low-energy non-linear excitations in sphere packings

E. Lerner; G. Düring; M. Wyart 

Simulations of driven overdamped frictionless hard spheres

E. Lerner; G. Düring; M. Wyart 

Phonon gap and localization lengths in floppy materials

G. Düring; E. Lerner; M. Wyart 

Marginal Stability Constrains Force and Pair Distributions at Random Close Packing

M. Wyart 

Proprioceptive Coupling within Motor Neurons Drives C. elegans Forward Locomotion

Q. Wen; M. D. Po; E. Hulme; S. Chen; X. Liu et al. 

Toward a microscopic description of flow near the jamming threshold

E. Lerner; G. Düring; M. Wyart 

A unified framework for non-Brownian suspension flows and soft amorphous solids

E. Lerner; G. During; M. Wyart 

Curling instability induced by swelling

S. Douezan; M. Wyart; F. Brochard-Wyart; D. Cuvelier 

The jamming scenario—an introduction and outlook

A. Liu; S. Nagel; W. van Saarloos; M. Wyart 

Scaling of phononic transport with connectivity in amorphous solids

M. Wyart 

Biomechanical analysis of gait adaptation in the nematode Caenorhabditis elegans

C. Fang-Yen; M. Wyart; J. Xie; R. Kawai; T. Kodger et al. 

Evaluating Gene Expression Dynamics Using Pairwise RNA FISH Data

M. Wyart; D. Botstein; N. S. Wingreen 

Erratum: Correlations between Vibrational Entropy and Dynamics in Liquids [Phys. Rev. Lett

M. Wyart 

Correlations between Vibrational Entropy and Dynamics in Liquids

M. Wyart 

Heat transport in model jammed solids

V. Vitelli; N. Xu; M. Wyart; A. J. Liu; S. R. Nagel 

Geometric interpretation of previtrification in hard sphere liquids

C. Brito; M. Wyart 

Energy Transport in Jammed Sphere Packings

N. Xu; V. Vitelli; M. Wyart; A. J. Liu; S. R. Nagel 

On the dependence of the avalanche angle on the granular layer thickness

M. Wyart 

Relation between bid–ask spread, impact and volatility in order-driven markets

M. Wyart; J-P. Bouchaud; J. Kockelkoren; M. Potters; M. Vettorazzo 

Elasticity of Floppy and Stiff Random Networks

M. Wyart; H. Liang; A. Kabla; L. Mahadevan 

Heterogeneous dynamics, marginal stability and soft modes in hard sphere glasses

C. Brito; M. Wyart 

On the rigidity of a hard-sphere glass near random close packing

C. Brito; M. Wyart 

Self-referential behaviour, overreaction and conventions in financial markets

M. Wyart; J-P. Bouchaud 

Geometric origin of excess low-frequency vibrational modes in weakly connected amorphous solids

M. Wyart; S. R. Nagel; T. A. Witten 

Erratum: On the rigidity of a hard-sphere glass near random close packing (Europhysics Letters (2006) 76:1 (149-155))

C. Brito; M. Wyart 

Excess Vibrational Modes and the Boson Peak in Model Glasses

N. Xu; M. Wyart; A. J. Liu; S. R. Nagel 

Effects of compression on the vibrational modes of marginally jammed solids

M. Wyart; L. E. Silbert; S. R. Nagel; T. A. Witten 

On the rigidity of amorphous solids

M. Wyart 

Dynamical susceptibility of glass formers: Contrasting the predictions of theoretical scenarios

C. Toninelli; M. Wyart; L. Berthier; G. Biroli; J-P. Bouchaud 

Fluctuations and response in financial markets: the subtle nature of ‘random’ price changes

J-P. Bouchaud; Y. Gefen; M. Potters; M. Wyart 

Statistical models for company growth

M. Wyart; J-P. Bouchaud