awesome-neural-cellular-automata
A list of paper and resources regarding Neural Cellular Automata
https://github.com/dwoiwode/awesome-neural-cellular-automata
Last synced: 2 days ago
JSON representation
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List of Publications
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2025
- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
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- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
- Paper
- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
- Paper
- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
- Paper
- Arxiv
- Code
- Arxiv
- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
- Arxiv - NCA-Videos/)
- Arxiv
- Arxiv
- Arxiv - ERmvXo0XTs) | [Code](https://github.com/bioAI-Oslo/column)
- Arxiv
- Project Page - research/self-organising-systems/blob/master/notebooks/diffLogic_CA.ipynb)
- Arxiv
- Arxiv
- Paper
- Arxiv
- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
- Paper
- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
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- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
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- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
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- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
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- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
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- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
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- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
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- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
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- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
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- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
- Paper
- Arxiv
- Arxiv
- Project Page
- Arxiv
- Arxiv - WSS)
- Arxiv - Oslo/critical-nca-reservoir)
- Arxiv
- Project Page
- Arxiv
- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
- Paper
- Project Page - dish-nca)
- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
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- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
- Paper
- Project Page
- Project Page
- Project Page - NCA/media/abstract.pdf) | [Code](https://github.com/hyunsoo0o0o0/SPH-NCA) | [Poster](https://hyunsoo0o0o0.github.io/SPH-NCA/media/poster.pdf)
- Project Page - Videos/) | [Poster](https://vassi.life/other/mace_poster.pdf)
- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
- Project Page
- Paper
- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
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- Paper - health-model-for-medical-imaging-to-guide-laymen-using-neural-cellular-automata)
- Paper
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2023
- Paper
- Paper - NCA)
- Paper
- Paper
- Paper - NCA)
- Paper
- Paper - NCA)
- Paper
- Paper
- Arxiv - research.github.io/self-organising-systems/2023/biomaker-ca/) | [Code](https://github.com/google-research/self-organising-systems/tree/master/self_organising_systems/biomakerca)
- Paper
- Paper
- Project Page
- Arxiv
- Paper
- Arxiv
- Arxiv
- Paper
- Arxiv - NCA01)
- Project Page
- Arxiv - research/self-organising-systems/tree/master/isotropic_nca)
- Project Page
- Paper - NCA)
- Arxiv
- Arxiv - nca)
- Arxiv - of-intelligent-life)
- Paper
- Paper
- Paper - NCA)
- Paper
- Paper - NCA)
- Paper
- Paper - NCA)
- Paper
- Paper - NCA)
- Paper
- Paper - NCA)
- Paper
- Paper - NCA)
- Paper
- Paper
- Paper - NCA)
- Paper
- Paper - final)
- Paper - NCA)
- Paper
- Paper - NCA)
- Paper
- Paper - NCA)
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- Paper
- Paper - NCA)
- Paper
- Paper - NCA)
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- Paper
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2021
- Paper
- Paper
- Paper
- Paper
- Arxiv
- Paper
- Paper
- Paper
- Paper
- Arxiv
- Project Page
- Project Page
- Paper - itu/3d-artefacts-nca) | [Video](https://www.youtube.com/watch?v=-EzztzKoPeo)
- Project Page - research/self-organising-systems/blob/master/notebooks/texture_nca_pytorch.ipynb) | [Code Tensorflow](https://colab.research.google.com/github/google-research/self-organising-systems/blob/master/notebooks/texture_nca_tf2.ipynb)
- Paper
- Blog - nca-evocraft) | [Video](https://www.youtube.com/watch?v=RdUCL4Fs0XY)
- Paper - research/self-organising-systems/blob/master/notebooks/async.ipynb)
- Arxiv
- Arxiv - organized-control/) | [Code](https://github.com/aVariengien/self-organized-control)
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2024
- Arxiv
- Arxiv
- Arxiv - Morph)
- Arxiv
- Paper
- Paper
- Arxiv - NCA)
- Paper
- Arxiv
- Arxiv - 3-031-72378-0_61) | [Code](https://github.com/xmed-lab/GeCA)
- Paper
- Arxiv
- Arxiv - 8)
- Arxiv
- Paper
- Arxiv
- Project Page
- Project Page - Noisy-Seed-Improves-Spatio-Temporal) | [Arxiv](https://arxiv.org/abs/2404.06279) | [Code](https://github.com/IVRL/NoiseNCA) | [Video](https://www.youtube.com/watch?v=vb0oKr7o6kw)
- Arxiv
- Paper
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2022
- Project Page
- Project Page
- Paper - research.github.io/self-organising-systems/isonca/) | [Arxiv](https://arxiv.org/abs/2205.01681) | [Video](https://www.youtube.com/watch?v=OZggz3EMjaY) | [Code Structured Seeds](https://github.com/google-research/self-organising-systems/blob/master/isotropic_nca/blogpost_isonca_structured_seeds_pytorch.ipynb) | [Code Rotation Invariant](https://github.com/google-research/self-organising-systems/blob/master/isotropic_nca/blogpost_isonca_single_seed_pytorch.ipynb)
- Arxiv
- Arxiv
- Arxiv
- Paper
- Arxiv
- Paper - pcgrl)
- Paper
- Code
- Arxiv
- Paper - nca)
- Paper
- Arxiv
- Project Page
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2020
- Arxiv - NCA)
- Arxiv
- Arxiv
- Code
- Project Page
- Project Page - research/self-organising-systems/blob/master/notebooks/growing_ca.ipynb)
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Further Reading
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2020
- Full YouTube Playlist
- Google Self-organising Systems
- Artificial Life by Vassilis Papadopoulos
- AIAIArt Course by John Whitaker
- Lesson #8: Neural CA - ucB74oEk))
- Full YouTube Playlist
- Website
- International Society for Artificial LIFE (ISAL)
- Awesome Cellular Automata
- Mildly Overfitted
- Yannic Kilcher
- Lecture 10: Neural Cellular Automata
- NeuralCA.org - Cellular-Automata)
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Implementations
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Growing Neural Cellular Automata
- Original reference
- CAX - Cellular Automata in JAX (Flax NNX)
- JAX-NCA - NCA Implementation in JAX (Flax Linen)
- Hexells - SwissGL Implementation of Hexells ([Demo](https://znah.net/hexells/))
- ncalib - Modular Neural Cellular Automata library in PyTorch
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Programming Languages