Learning without neurons in physical systems

M Stern, A Murugan - Annual Review of Condensed Matter …, 2023 - annualreviews.org
Learning is traditionally studied in biological or computational systems. The power of
learning frameworks in solving hard inverse problems provides an appealing case for the …

Darwin's agential materials: evolutionary implications of multiscale competency in developmental biology

M Levin - Cellular and Molecular Life Sciences, 2023 - Springer
A critical aspect of evolution is the layer of developmental physiology that operates between
the genotype and the anatomical phenotype. While much work has addressed the evolution …

Non-reciprocal phase transitions

M Fruchart, R Hanai, PB Littlewood, V Vitelli - Nature, 2021 - nature.com
Out of equilibrium, a lack of reciprocity is the rule rather than the exception. Non-reciprocity
occurs, for instance, in active matter,,,,–, non-equilibrium systems,–, networks of neurons …

Reconfigurable training and reservoir computing in an artificial spin-vortex ice via spin-wave fingerprinting

JC Gartside, KD Stenning, A Vanstone… - Nature …, 2022 - nature.com
Strongly interacting artificial spin systems are moving beyond mimicking naturally occurring
materials to emerge as versatile functional platforms, from reconfigurable magnonics to …

Elucidating the G ″overshoot in soft materials with a yield transition via a time-resolved experimental strain decomposition

GJ Donley, PK Singh, A Shetty… - Proceedings of the …, 2020 - National Acad Sciences
Materials that exhibit yielding behavior are used in many applications, from spreadable
foods and cosmetics to direct write three-dimensional printing inks and filled rubbers. Their …

Encoding and storage of information in mechanical metamaterials

Z Meng, H Yan, M Liu, W Qin, GM Genin… - Advanced …, 2023 - Wiley Online Library
Abstract Information processing using material's own properties has gained increasing
interest. Mechanical metamaterials, due to their diversity of deformation modes and wide …

Counting and sequential information processing in mechanical metamaterials

LJ Kwakernaak, M van Hecke - Physical Review Letters, 2023 - APS
Materials with an irreversible response to cyclic driving exhibit an evolving internal state
which, in principle, encodes information on the driving history. Here we realize irreversible …

Complex pathways and memory in compressed corrugated sheets

H Bense, M van Hecke - Proceedings of the National …, 2021 - National Acad Sciences
The nonlinear response of driven complex materials—disordered magnets, amorphous
media, and crumpled sheets—features intricate transition pathways where the system …

Engineering Kirigami Frameworks Toward Real‐World Applications

L Jin, S Yang - Advanced Materials, 2024 - Wiley Online Library
The surge in advanced manufacturing techniques has led to a paradigm shift in the realm of
material design from developing completely new chemistry to tailoring geometry within …

Memory from coupled instabilities in unfolded crumpled sheets

D Shohat, D Hexner, Y Lahini - Proceedings of the National …, 2022 - National Acad Sciences
Crumpling an ordinary thin sheet transforms it into a structure with unusual mechanical
behaviors, such as enhanced rigidity, emission of crackling noise, slow relaxations, and …