A reproduction of growing neural cellular automata using PyTorch.

Cellular Automata Accelerated in JAX (Oral at ICLR 2025)

combine neural nets and cellular automata

experimenting with differentiable models of morphogenesis 🔬 🦠

Train or evolve controllable and diverse level-generators.

Official implementation of E(n)-equivariant Graph Neural Cellular Automata

🧠 Neural Cellular Automata + CLIP

This repo provides the code to replicate the experiments in the paper: Image Generation With Neural Cellular Automatas.

This repo provides the code to replicate the experiments in the paper: Predicting Geographic Information with Neural Cellular Automata.

This project is inspired by the paper "Growing Neural Cellular Automata" found at the link: https://distill.pub/2020/growing-ca/. The project's objective is to develop an extension of the methodology described in this paper to enable the generation of complex structures in three dimensions.

🦠⚡️ Neural Cellular Automata (NCA) implemented with PyTorch Lightning

Med-NCA: Robust and Lightweight Segmentation with Neural Cellular Automata

This project involves the creation of a cellular automata model trained using neural networks.

Minecraft Open-Ended Challenge 2021 Submission

Python library to facilitate experiments with Cellular Automata

Repository of the paper Adversarial Takeover of Neural Cellular Automata

Official PyTorch code base for our BMVC 2024 published paper NCA-Morph: Medical Image Registration with Neural Cellular Automata.

A curated list of anything related to Neural Cellular Automata (NCA) research, frameworks and applications.

🧬 GPU-accelerated, fully parameterized neural cellular automata implemented on pure JavaScript using GPU.js

Official implementation of MICCAI 2025 paper Equitable Federated Learning with NCA