Neural manifolds form as embeddings via generalized synchronization in contracting recurrent circuits and are shaped by Hebbian plasticity into continuous attractors approximating sensory manifolds.
Learning accurate path integration in ring attractor models of the head direction system.eLife, 11:e69841
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Neural Manifolds as Crystallized Embeddings: A Synthesis of the Free Energy Principle, Generalized Synchronization, and Hebbian Plasticity
Neural manifolds form as embeddings via generalized synchronization in contracting recurrent circuits and are shaped by Hebbian plasticity into continuous attractors approximating sensory manifolds.