Author

M. Fauth

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Preprint Oct 2026

Rewiring of adult neural networks - learning from structural plasticity across multiple scales

Synaptic connections are continuously formed and eliminated even in adult neuronal networks. This process - called structural plasticity - allows networks to change their topology to learn and adapt to their environment or compensate for lesions. Yet, in contrast to synaptic plasticity, structural plasticity is less we...

M. Fauth, Han Lu, Jannik Luboeinski et al. · 0 citations

Open access Sep 2026

Plasticity Dynamics Improves Reservoir Performance on Mixed-Timescale Memory Tasks

This work introduces Hebbian plasticity into recurrent networks and shows that its dynamics enable the reservoir to simultaneously process fast and slow components of mixed-timescale inputs: neuronal dynamics encode fast fluctuations, while synaptic dynamics support slower components.

Marcel Becker, M. Fauth · bioRxiv · 0 citations