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Emergent Orientation Maps —— Mechanisms, Coding Efficiency and Robustness

ICLR 2025 · Probabilistic and scientific modeling › Dynamical systems · approach: Synaptic plasticity learning rules

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AI-extracted summary. Written by AI from the paper's abstract only. Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.

Studies how spiking mechanisms give rise to salt-and-pepper versus pinwheel orientation maps in visual cortex, examining coding efficiency and robustness.

Problem

The spiking mechanisms underlying the emergence of distinct topological structures of orientation preference maps (disordered salt-and-pepper in lower mammals vs. continuous pinwheel structures in higher-order mammals) are not well understood.

Approach

Investigates emergent orientation maps from a spiking-network perspective, linking map topology to coding efficiency and robustness. Only the title and truncated abstract were available, so the specific mechanism is not stated.

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