[HTML][HTML] Landscape and training regimes in deep learning
Deep learning algorithms are responsible for a technological revolution in a variety of tasks
including image recognition or Go playing. Yet, why they work is not understood. Ultimately …
including image recognition or Go playing. Yet, why they work is not understood. Ultimately …
Jamming transition as a paradigm to understand the loss landscape of deep neural networks
Deep learning has been immensely successful at a variety of tasks, ranging from
classification to artificial intelligence. Learning corresponds to fitting training data, which is …
classification to artificial intelligence. Learning corresponds to fitting training data, which is …
Essay: Collections of deformable particles present exciting challenges for soft matter and biological physics
ML Manning - Physical Review Letters, 2023 - APS
The field of soft matter physics has expanded rapidly over the past several decades, as
physicists realize that a broad set of materials and systems are amenable to a physical …
physicists realize that a broad set of materials and systems are amenable to a physical …
[HTML][HTML] Gardner physics in amorphous solids and beyond
Note: This Perspective offers a progress report for the Simons collaboration “Cracking the
Glass Problem,” of which the authors are some of the principal investigators. While the …
Glass Problem,” of which the authors are some of the principal investigators. While the …
Transient learning degrees of freedom for introducing function in materials
The introduction of transient degrees of freedom into a system can lead to novel material
design and training protocols that guide a system into a desired metastable state. In this …
design and training protocols that guide a system into a desired metastable state. In this …
The structural, vibrational, and mechanical properties of jammed packings of deformable particles in three dimensions
We investigate the structural, vibrational, and mechanical properties of jammed packings of
deformable particles with shape degrees of freedom in three dimensions (3D). Each 3D …
deformable particles with shape degrees of freedom in three dimensions (3D). Each 3D …
Experimental observations of marginal criticality in granular materials
Two drastically different theories predict the marginal criticality of jamming. The full replica
symmetry breaking (fullRSB) theory predicts the power-law distributions of weak contact …
symmetry breaking (fullRSB) theory predicts the power-law distributions of weak contact …
Rigidity transition of a highly compressible granular medium
S Poincloux, KA Takeuchi - Proceedings of the National Academy of …, 2024 - pnas.org
A wide range of disordered materials, from biological to geological assemblies, feature
discrete elements undergoing large shape changes. How significant geometrical variations …
discrete elements undergoing large shape changes. How significant geometrical variations …
Bridging particle deformability and collective response in soft solids
Soft, amorphous solids such as tissues, foams, and emulsions are composed of deformable
particles. However, the effect of single-particle deformability on the collective behavior of soft …
particles. However, the effect of single-particle deformability on the collective behavior of soft …
Jamming in multilayer supervised learning models
Critical jamming transitions are characterized by an astonishing degree of universality.
Analytic and numerical evidence points to the existence of a large universality class that …
Analytic and numerical evidence points to the existence of a large universality class that …