A review article that explains Hopfield network mathematics and interprets the dynamics as signal retrieval, subspace projection, and energy landscape descent, then surveys applications to cell fate, self-assembly, and neural representations.
The cell as a collection of protein machines: preparing the next generation of molecular biologists.cell, 92(3):291–294, 1998
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Hopfield Networks as Models of Emergent Function in Biology
A review article that explains Hopfield network mathematics and interprets the dynamics as signal retrieval, subspace projection, and energy landscape descent, then surveys applications to cell fate, self-assembly, and neural representations.