Graph Growing Neural Cellular Automata

A graph-based generalization of Mordvintsev's et al. (2020) neural cellular automata for differentiable single-cell morphogenesis. Unlike graph neural cellular automata (Grattarola et al., 2021), this approach models explicit growth rather than reorganization.

Sample Pool

50 random samples for 2D (M) and 3D (pyramid) targets. Left: epoch 13500; Right: epoch 19000.

Installing Dependencies

$ conda env create -f environment.yml
$ conda activate grow_gnca