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Sep 2026

A Dendritic Voltage Surrogate-Based Synaptic Learning Framework for Biophysically Detailed Neurons and Networks.

A key challenge in biophysically detailed modeling is determining functionally effective synaptic weights. Here, we introduce a dendritic voltage surrogate that couples passive dendritic transfer impedances with the exact active currents computed from the original model, yielding explicit, differentiable approximations...

Gan He, Meng-Di Zhao, Kai Du et al. · 0 citations
Open access Sep 2026

Online synaptic credit assignment in active dendrites

It is shown that the gradient of a detailed neuron’s voltage with respect to a synaptic weight is itself a voltage, and that synaptic credit assignment can be implemented online by the voltage dynamics of detailed neurons.

Gan He, Shen-Jian Zhang, Kai Du et al. · 0 citations

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