A reproduction of growing neural cellular automata using PyTorch.

experimenting with differentiable models of morphogenesis 🔬 🦠

Train or evolve controllable and diverse level-generators.

🧠 Neural Cellular Automata + CLIP

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

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

combine neural nets and cellular automata

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

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

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.

Python library to facilitate experiments with Cellular Automata

Minecraft Open-Ended Challenge 2021 Submission

Repository of the paper Adversarial Takeover of Neural Cellular Automata

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

Neural Cellular Automata in Python

[L4DC 2024] official implementation of "Learning Locally Interacting Discrete Dynamical Systems: Towards Data-Efficient and Scalable Prediction"

Implementation of NCAs for image generation in JAX.