Computation embodied in population geometry.

Zhang, Yuan-Hang; Di Ventra, Massimiliano · Nat Commun · 2026

basic_science · Level V

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Abstract

Neural manifolds refer to the low-dimensional shapes formed by populations of spiking neurons. This intrinsic population geometry can be physically emulated by electronic devices, facilitating near-training-free forecasting with exceptional energy efficiency.