dendritic-computation

Add Dendrites to your PyTorch Project

Automatic Differentiation via Contour Integration

Spiking-network simulations of stable, overlapping neural assemblies learned via dendritic-specific inhibitory gating (Onasch, Miehl et al.).

Capturing dendritic processing with linear-nonlinear models

Computational model for the manuscript 'Error representations in apical dendrites of neocortical layer 5 neurons during learning'

Spiking language model built from neuron models: dendritic neuron layers with selective state-space membrane dynamics and hippocampal memory layers. Lower loss than Transformer, Mamba-2 and RWKV-7 at every size (200M-1.3B) in a controlled comparison, and 1.3x the single-stream decoding speed of a same-size Transformer served by vLLM.

This repository contains the official simulation suite for the Curvature Adaptation Hypothesis.

Comparing dendritic branches, Dale's law and divisive normalization in CNNs and MLPs on CIFAR-10.