#complexity-science News & Analysis

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

2 articles

AINeutralarXiv – CS AI · Jun 96/10

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Emergence via Phase Transitions: Mechanism Landscapes and Universal Convergence Across Complex Systems

Researchers propose the Hierarchical Emergence Framework (HEF), a mathematical model explaining why independently evolving complex systems converge toward similar structures despite different starting conditions. Testing on transformer networks shows reproducible phase transition signatures during grokking, with all models converging to identical accuracy levels regardless of initialization parameters.

GeneralNeutralarXiv – CS AI · Jun 234/10

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Closure of Self-Determining System Based on Causal and Constitutive Relations

This theoretical computer science paper proposes a mathematical framework for defining self-determining systems through causal-constitutive loops rather than traditional causal relations alone. The work addresses fundamental questions about system boundaries and autonomy by requiring constitutive relations involving multiple independent variables, implying a dual-process organizational structure.