dendritic-computation

Add Dendrites to your PyTorch Project

Automatic Differentiation via Contour Integration

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.

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'

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.