Reconfigurable neuromorphic computing: Materials, devices, and integration

M Xu, X Chen, Y Guo, Y Wang, D Qiu, X Du… - Advanced …, 2023 - Wiley Online Library
Neuromorphic computing has been attracting ever‐increasing attention due to superior
energy efficiency, with great promise to promote the next wave of artificial general …

Exploring Emergent Properties in Enzymatic Reaction Networks: Design and Control of Dynamic Functional Systems

S Ghosh, MG Baltussen, NM Ivanov, R Haije… - Chemical …, 2024 - ACS Publications
The intricate and complex features of enzymatic reaction networks (ERNs) play a key role in
the emergence and sustenance of life. Constructing such networks in vitro enables stepwise …

Toehold-mediated strand displacement in random sequence pools

T Mayer, L Oesinghaus, FC Simmel - Journal of the American …, 2022 - ACS Publications
Toehold-mediated strand displacement (TMSD) has been used extensively for molecular
sensing and computing in DNA-based molecular circuits. As these circuits grow in …

Chemical reservoir computation in a self-organizing reaction network

MG Baltussen, TJ de Jong, Q Duez, WE Robinson… - Nature, 2024 - nature.com
Chemical reaction networks, such as those found in metabolism and signalling pathways,
enable cells to process information from their environment,. Current approaches to …

Pattern recognition in the nucleation kinetics of non-equilibrium self-assembly

CG Evans, J O'Brien, E Winfree, A Murugan - Nature, 2024 - nature.com
Inspired by biology's most sophisticated computer, the brain, neural networks constitute a
profound reformulation of computational principles,–. Analogous high-dimensional, highly …

DNA droplets for intelligent and dynamical artificial cells: From the viewpoint of computation and non-equilibrium systems

M Takinoue - Interface Focus, 2023 - royalsocietypublishing.org
Living systems are molecular assemblies whose dynamics are maintained by non-
equilibrium chemical reactions. To date, artificial cells have been studied from such physical …

DNA as a universal chemical substrate for computing and data storage

S Yang, BWA Bögels, F Wang, C Xu, H Dou… - Nature Reviews …, 2024 - nature.com
DNA computing and DNA data storage are emerging fields that are unlocking new
possibilities in information technology and diagnostics. These approaches use DNA …

Molecular computation for molecular classification

C Kieffer, AJ Genot, Y Rondelez, G Gines - Advanced Biology, 2023 - Wiley Online Library
DNA as an informational polymer has, for the past 30 years, progressively become an
essential molecule to rationally build chemical reaction networks endowed with powerful …

A synthetic protein-level neural network in mammalian cells

Z Chen, JM Linton, S **a, X Fan, D Yu, J Wang, R Zhu… - Science, 2024 - science.org
Artificial neural networks provide a powerful paradigm for nonbiological information
processing. To understand whether similar principles could enable computation within living …

Cell‐Like Synthetic Supramolecular Soft Materials Realized in Multicomponent, Non‐/Out‐of‐Equilibrium Dynamic Systems

R Kubota, I Hamachi - Advanced Science, 2024 - Wiley Online Library
Living cells are complex, nonequilibrium supramolecular systems capable of independently
and/or cooperatively integrating multiple bio‐supramolecules to execute intricate …