ArticlePhilosophical transactions. Series A, Mathematical, physical, and engineering sciences2022
Emergence and algorithmic information dynamics of systems and observers.
Article in Philosophical transactions. Series A, Mathematical, physical, and engineering sciences, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed.
- SuperARC: a test for artificial superintelligence based on compressed modelling, recursive prediction and problem complexity.Nature communications · 2026Article
- Multi-omic enriched blood-derived digital signatures reveal mechanistic and confounding disease clusters for differential diagnosis.Frontiers in network physiology · 2026Article
- The future of fundamental science led by generative closed-loop artificial intelligence.Frontiers in artificial intelligence · 2026Review
- On the salient limitations of the methods of assembly theory and their classification of molecular biosignatures.NPJ systems biology and applications · 2024Review
- Discussion on the Relationship between Computation, Information, Cognition, and Their Embodiment.Entropy (Basel, Switzerland) · 2023Article
- Flickering Emergences: The Question of Locality in Information-Theoretic Approaches to Emergence.Entropy (Basel, Switzerland) · 2022Article
- From the origin of life to pandemics: emergent phenomena in complex systems.Philosophical transactions. Series A, Mathematical, physical, and engineering sciences · 2022Article
- Emergence and algorithmic information dynamics of systems and observers.Philosophical transactions. Series A, Mathematical, physical, and engineering sciences · 2022Article
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2 authors.
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Abstract
One of the challenges of defining emergence is that one observer's prior knowledge may cause a phenomenon to present itself as emergent that to another observer appears reducible. By formalizing the act of observing as mutual perturbations between dynamical systems, we demonstrate that the emergence of algorithmic information does depend on the observer's formal knowledge, while being robust vis-a-vis other subjective factors, particularly: the choice of programming language and method of measurement; errors or distortions during the observation; and the informational cost of processing. This is called observer-dependent emergence (ODE). In addition, we demonstrate that the unbounded and rapid increase of emergent algorithmic information implies asymptotically observer-independent emergence (AOIE). Unlike ODE, AOIE is a type of emergence for which emergent phenomena will be considered emergent no matter what formal theory an observer might bring to bear. We demonstrate the existence of an evolutionary model that displays the diachronic variant of AOIE and a network model that displays the holistic variant of AOIE. Our results show that, restricted to the context of finite discrete deterministic dynamical systems, computable systems and irreducible information content measures, AOIE is the strongest form of emergence that formal theories can attain. This article is part of the theme issue 'Emergent phenomena in complex physical and socio-technical systems: from cells to societies'.
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