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Applicability of Soft-Mode Consequences to Neural Systems

Ascertain whether the soft-mode consequences—phenocopying, dual buffering, and global epistasis—apply to low-dimensional neural systems (e.g., continuous attractor networks and place-cell circuits) by testing whether environmental and synaptic perturbations produce aligned low-dimensional responses and whether context dependence follows global epistasis patterns.

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Background

Neural populations often exhibit low-dimensional dynamics (e.g., continuous attractors), analogous to soft-mode-induced dimensionality reduction in physiological systems. However, the authors note uncertainty about whether the specific soft-mode consequences they emphasize are relevant in neural contexts.

Resolving this would link mechanistic predictions across biological and neural systems, potentially unifying phenomena of low dimensionality and enabling new predictive tools for neural computation.

References

We do not go into dimensionality reduction in neural systems further since they have been discussed before; further, the relevance of the key consequences of low dimensionality we focus on (phenocopying, dual buffering and global epistasis) is not clear.

Soft Modes as a Predictive Framework for Low Dimensional Biological Systems across Scales (2412.13637 - Russo et al., 18 Dec 2024) in Biological systems are often observed to be effectively low dimensional — Neural activity subsection