Self-Organizing Intelligent Matter: A blueprint for an AI generating algorithm
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Abstract (arXiv)
We propose an artificial life framework aimed at facilitating the emergence of intelligent organisms. In this framework there is no explicit notion of an agent: instead there is an environment made of atomic elements. These elements contain neural operations and interact through exchanges of information and through physics-like rules contained in the environment. We discuss how an evolutionary process can lead to the emergence of different organisms made of many such atomic elements which can coexist and thrive in the environment. We discuss how this forms the basis of a general AI generating algorithm. We provide a simplified implementation of such system and discuss what advances need to be made to scale it up further.
Key facts. Cited by 7 papers in the map (data through 7 Oct 2026). First posted on arXiv 19 Jan 2021.
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Citing papers per year: 2021: 1; 2022: 0; 2023: 2; 2024: 1; 2025: 2; 2026: 1.
7 papers.
- 2025Neural cellular automata: applications to biology and beyond classical AIcited by 9
- 2023Capturing Emerging Complexity in Leniacited by 1
- 2023EINCASM: Emergent Intelligence in Neural Cellular Automaton Slime Moldscited by 1
- 2021Toward Building Science Discovery Machinescited by 0
- 2024Coralai: Intrinsic Evolution of Embodied Neural Cellular Automata Ecosystemscited by 0
- 2025Is the `Agent' Paradigm a Limiting Framework for Next-Generation Intelligent Systems?cited by 0
- 2026Self-Replicating Neural Cellular Automata: Quantifying Emergent Phenotypic and Genotypic Diversity in an OpenEnded Substratecited by 0
- 2026Self-Replicating Neural Cellular Automata: Quantifying Emergent Phenotypic and Genotypic Diversity in an OpenEnded Substrate17 Sep 2026
- 2025Neural cellular automata: applications to biology and beyond classical AI14 Sep 2025
- 2025Is the `Agent' Paradigm a Limiting Framework for Next-Generation Intelligent Systems?13 Sep 2025
- 2024Coralai: Intrinsic Evolution of Embodied Neural Cellular Automata Ecosystems14 Jun 2024
- 2023EINCASM: Emergent Intelligence in Neural Cellular Automaton Slime Molds22 May 2023
- 2023Capturing Emerging Complexity in Lenia16 May 2023
- 2021Toward Building Science Discovery Machines24 Mar 2021