Scientists have developed a new kind of laser-based artificial neuron that mimics a biological nerve cell. This artificial ...
Few-molecule reservoir computing is an emerging paradigm in nanoscale information processing that harnesses the complex dynamics of small ensembles of molecules to perform computational tasks. By ...
Reservoir computing is said to be improved by reducing the amount of computation needed; it is faster and more computationally efficient. The innovation is said to be inspired by how the brain works.
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High-precision blood glucose level prediction achieved by few-molecule reservoir computingMore information: Daiki Nishioka et al, Few- and single-molecule reservoir computing experimentally demonstrated with surface-enhanced Raman scattering and ion gating, Science Advances (2024). DOI ...
They showed that conventional reservoir computing (RC), a type of RNN, can be viewed as a linear approximation, and introduced a 'generalized readout' incorporating further order approximations.
The technology demonstrated significantly higher information processing performance than conventional physical reservoir computing devices, underscoring its potential to transform AI technologies.
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