#cellular-automata News & Analysis

2 articles tagged with #cellular-automata. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Jun 86/10

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Exploring Flow-Lenia Universes with a Curiosity-driven AI Scientist: Discovering Diverse Ecosystem Dynamics

Researchers present a curiosity-driven AI method for discovering emergent behaviors in Flow-Lenia, a continuous cellular automaton with mass conservation. Using Intrinsically Motivated Goal Exploration Processes (IMGEP), the study reveals ecosystem-level dynamics and self-organized patterns that resemble biological phenomena, demonstrating that AI-driven diversity search can efficiently scaffold complex systems research.

AINeutralarXiv – CS AI · May 96/10

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Von Neumann Networks

Researchers have developed Von Neumann Networks (VNNs), a novel neural network architecture inspired by John von Neumann's mid-20th century cellular automata model, demonstrating superior parameter efficiency and performance on basic tasks compared to traditional deep learning approaches. The framework extends neural operators through Green's functions on cellular topologies and proves computational universality, potentially opening new architectural paradigms for both software and hardware design.