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Quantifying causal emergence shows that macro can beat micro

https://doi.org/10.1073/pnas.1314922110
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

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Elements of Information Theory
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Special sciences (or: The disunity of science as a working hypothesis)
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Readings in philosophy of psychology
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Information theory and statistics
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What is signal and what is noise in the brain?
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Supervenience and Mind
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Social Emergence
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Causality
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Computational Mechanics: Pattern and Prediction, Structure and Simplicity
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The Supervenience Argument Generalizes
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Space, Time, and Deity: The Gifford Lectures at Glasgow, 1916–18
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Sensitivity to perturbations in vivo implies high noise and suggests rate coding in cortex
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The Blue Brain Project
inferredcites →https://doi.org/10.1073/pnas.96.6.3257openalex-snapshot
Measures of degeneracy and redundancy in biological networks
inferredcites →https://doi.org/10.1093/acprof:oso/9780199544318.003.0011openalex-snapshot
Strong and Weak Emergence
inferredcites →https://doi.org/10.1093/acprof:oso/9780199574131.001.0001openalex-snapshot
Causality in the Sciences
inferredcites →https://doi.org/10.1093/acprof:oso/9780199574131.003.0029openalex-snapshot
Probabilistic measures of causal strength
inferredcites →https://doi.org/10.1093/brain/awf110openalex-snapshot
The minicolumn hypothesis in neuroscience
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Laws, causation and dynamics at different levels
inferredcites →https://doi.org/10.1111/0029-4624.31.s11.17openalex-snapshot
Weak Emergence
inferredcites →https://doi.org/10.1126/science.3749885openalex-snapshot
Neuronal Population Coding of Movement Direction
inferredcites →https://doi.org/10.1142/s0219525908001465openalex-snapshot
INFORMATION FLOWS IN CAUSAL NETWORKS
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Measuring information integration
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The Human Connectome: A Structural Description of the Human Brain
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Voltage dependence of NMDA-activated macroscopic conductances predicted by single-channel kinetics
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Information Theory and Statistics
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Supervenience and Mind: Selected Philosophical Essays.
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Mind in a Physical World: An Essay on the Mind-Body Problem and Mental Causation
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The Collected Dialogues of Plato, Including the Letters
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The Collected Dialogues of Plato
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MIND AND ITS PLACE IN NATURE*
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Varieties of Supervenience
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Integrated information theory of consciousness: an updated account.
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Nonreductive Physicalism and the Limits of the Exclusion Principle
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Mind in a physical world: an essay on the mind-body problem and mental causation
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Causality: models, reasoning, and inference
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The Superorganism: the beauty, elegance, and strangeness of insect societies
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The Re-Emergence of Emergence
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Networks of the Brain

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Cause of Causal Emergence: Redistribution of Uncertainty and its Critical Condition
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Integrated Information Theory of Consciousness
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Rethinking Causation for Data-intensive Biology: Constraints, Cancellations, and Quantized Organisms: Causality in complex organisms is sculpted by constraints rather than instigators, with outcomes perhaps better described by quantized patterns than rectilinear pathways.
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Electronic medical record-based causal network modeling for acute myocardial infarction diagnosis in the emergency department
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Stochastic framework reveals the controls of forest treatment – peakflow causal relations in rain environment
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A Pluralist View about Information
inferred← citeshttps://doi.org/10.1088/1758-5090/ab7e74openalex-snapshot
Hierarchical patterning via dynamic sacrificial printing of stimuli-responsive hydrogels
inferred← citeshttps://doi.org/10.1088/2057-1739/aa8548openalex-snapshot
Cancer as a disorder of patterning information: computational and biophysical perspectives on the cancer problem
inferred← citeshttps://doi.org/10.1088/2634-4386/aca7deopenalex-snapshot
The free energy principle induces neuromorphic development
inferred← citeshttps://doi.org/10.1093/bib/bbad207openalex-snapshot
MATTE: a pipeline of transcriptome module alignment for anti-noise phenotype-gene-related analysis
inferred← citeshttps://doi.org/10.1093/cz/zoaa077openalex-snapshot
A framework to evaluate whether to pool or separate behaviors in a multilayer network
inferred← citeshttps://doi.org/10.1093/intbio/zyab020openalex-snapshot
Evolution and emergence: higher order information structure in protein interactomes across the tree of life
inferred← citeshttps://doi.org/10.1093/nc/niaa008openalex-snapshot
A systematic investigation of the association between network dynamics in the human brain and the state of consciousness
inferred← citeshttps://doi.org/10.1093/nc/niab023openalex-snapshot
Consciousness and complexity: a consilience of evidence
inferred← citeshttps://doi.org/10.1093/nc/niab027openalex-snapshot
What it is like to be a bit: an integrated information decomposition account of emergent mental phenomena
inferred← citeshttps://doi.org/10.1093/nc/niag013openalex-snapshot
Intrinsic units: identifying a system’s causal grain
inferred← citeshttps://doi.org/10.1093/nc/niw012openalex-snapshot
Can the macro beat the micro? Integrated information across spatiotemporal scales
inferred← citeshttps://doi.org/10.1093/nc/nix011openalex-snapshot
Integrated information and dimensionality in continuous attractor dynamics
inferred← citeshttps://doi.org/10.1093/nsr/nwae279openalex-snapshot
Finding emergence in data by maximizing effective information
inferred← citeshttps://doi.org/10.1093/oso/9780190636685.003.0003openalex-snapshot
Inferring the Logic of Collective Information Processors
inferred← citeshttps://doi.org/10.1098/rsfs.2025.0009openalex-snapshot
Selective funnelling and state-space expansion: a conceptual framework for novelty generation and origin events
inferred← citeshttps://doi.org/10.1098/rsif.2016.0555openalex-snapshot
Top-down models in biology: explanation and control of complex living systems above the molecular level
inferred← citeshttps://doi.org/10.1098/rsif.2017.0425openalex-snapshot
Bioelectric gene and reaction networks: computational modelling of genetic, biochemical and bioelectrical dynamics in pattern regulation
inferred← citeshttps://doi.org/10.1098/rsif.2023.0492openalex-snapshot
Probing the complexity of wood with computer vision: from pixels to properties
inferred← citeshttps://doi.org/10.1098/rsos.201971openalex-snapshot
Topological analysis of differential effects of ketamine and propofol anaesthesia on brain dynamics
inferred← citeshttps://doi.org/10.1098/rsos.210138openalex-snapshot
Reciprocity and alignment: quantifying coupling in dynamic interactions
inferred← citeshttps://doi.org/10.1098/rsta.2015.0057openalex-snapshot
The informational architecture of the cell
inferred← citeshttps://doi.org/10.1098/rsta.2015.0072openalex-snapshot
The problems of biological information
inferred← citeshttps://doi.org/10.1098/rsta.2021.0150openalex-snapshot
Emergence as the conversion of information: a unifying theory
inferred← citeshttps://doi.org/10.1098/rsta.2021.0246openalex-snapshot
Greater than the parts: a review of the information decomposition approach to causal emergence
inferred← citeshttps://doi.org/10.1098/rstb.2014.0167openalex-snapshot
Consciousness: here, there and everywhere?
inferred← citeshttps://doi.org/10.1098/rstb.2018.0369openalex-snapshot
The Cognitive Lens: a primer on conceptual tools for analysing information processing in developmental and regenerative morphogenesis
inferred← citeshttps://doi.org/10.1098/rstb.2019.0763openalex-snapshot
Spontaneous electrical low-frequency oscillations: a possible role in Hydra and all living systems
inferred← citeshttps://doi.org/10.1098/rstb.2020.0458openalex-snapshot
Uncovering cognitive similarities and differences, conservation and innovation
inferred← citeshttps://doi.org/10.1101/039032openalex-snapshot
Contents of Consciousness Investigated as Integrated Information in Direct Human Brain Recordings
inferred← citeshttps://doi.org/10.1101/2020.05.03.074419openalex-snapshot
Evolution leads to emergence: An analysis of protein interactomes across the tree of life
inferred← citeshttps://doi.org/10.1101/2020.11.25.398081openalex-snapshot
A Synergistic Workspace for Human Consciousness Revealed by Integrated Information Decomposition
inferred← citeshttps://doi.org/10.1101/2021.04.04.438425openalex-snapshot
Localizing Brain Function Based on Full Multivariate Activity Patterns: The Case of Visual Perception and Emotion Decoding
inferred← citeshttps://doi.org/10.1101/2022.05.29.493935openalex-snapshot
MATTE: anti-noise module alignment for phenotype-gene-related analysis
inferred← citeshttps://doi.org/10.1101/2023.10.19.563046openalex-snapshot
Herb-CMap: Novel Hot Diffusion Algorithm to Identify Bioactive Ingredients from Herbal Medicine Based on Gene Perturbation Profiling
inferred← citeshttps://doi.org/10.1101/2024.08.16.607277openalex-snapshot
Steering cell-state and phenotype transitions by causal disentanglement learning
inferred← citeshttps://doi.org/10.1101/2024.08.28.610200openalex-snapshot
AI-Generated Hallmarks of Aging and Cancer: A Computational Approach Using Causal Emergence and Dependency Networks
inferred← citeshttps://doi.org/10.1101/2025.09.07.674762openalex-snapshot
Directed connectomes across species reveal conserved and divergent pathways of neural signaling
inferred← citeshttps://doi.org/10.1101/2025.10.01.679834openalex-snapshot
Common Phenomenal and Neural Substrate Geometry in Visual Motion Perception
inferred← citeshttps://doi.org/10.1101/730002openalex-snapshot
Converging intracortical signatures of two separated processing timescales in human early auditory cortex
inferred← citeshttps://doi.org/10.1103/mfct-sxn5openalex-snapshot
Singular-value-decomposition-based causal emergence for Gaussian iterative systems
inferred← citeshttps://doi.org/10.1103/physreve.106.034401openalex-snapshot
Provenance of life: Chemical autonomous agents surviving through associative learning
inferred← citeshttps://doi.org/10.1103/physreve.108.014304openalex-snapshot
Dynamical independence: Discovering emergent macroscopic processes in complex dynamical systems
inferred← citeshttps://doi.org/10.1103/physrevresearch.4.043165openalex-snapshot
Intrinsic regularization effect in Bayesian nonlinear regression scaled by observed data
inferred← citeshttps://doi.org/10.1103/physrevresearch.7.023016openalex-snapshot
Mereological approach to higher-order structure in complex systems: From macro to micro with Möbius
inferred← citeshttps://doi.org/10.1103/qy5r-p5b7openalex-snapshot
Generalized aliasing explains double descent and informs model design
inferred← citeshttps://doi.org/10.1109/acsos61780.2024.00028openalex-snapshot
An Information-Theoretic Analysis of Leadership in Self-Organised Collective Action
inferred← citeshttps://doi.org/10.1109/csis-iac65538.2025.11161105openalex-snapshot
Resilience Measurement for Global Industrial System Based on Causal Emergence
inferred← citeshttps://doi.org/10.1109/cyberc55534.2022.00056openalex-snapshot
Causal Unstructured Pruning in Linear Networks Using Effective Information
inferred← citeshttps://doi.org/10.1109/epsic70071.2026.11590143openalex-snapshot
Generator Frequency Trajectory Prediction After Large Disturbances Using Conditional Invertible Models
inferred← citeshttps://doi.org/10.1109/icsmd57530.2022.10058313openalex-snapshot
Quantification of the Causal Effects between Laboratory detection, Echocardiogram and Acute Myocardial Infarction
inferred← citeshttps://doi.org/10.1109/isit57864.2024.10619369openalex-snapshot
Explicit Formula for Partial Information Decomposition
inferred← citeshttps://doi.org/10.1109/ssci.2017.8285197openalex-snapshot
Inform: A toolkit for information-theoretic analysis of complex systems
inferred← citeshttps://doi.org/10.1109/tcss.2025.3533001openalex-snapshot
Identify Emergence in Social Systems Using an Extended E-CARGO Model
inferred← citeshttps://doi.org/10.1109/tfuzz.2024.3413826openalex-snapshot
Graph Classification Method Based on Fuzzy Entropy Causality in a Network Formal Context
inferred← citeshttps://doi.org/10.1109/tmbmc.2025.3562358openalex-snapshot
Extending Iterated, Spatialized Prisoner’s Dilemma to Understand Multicellularity: Game Theory With Self-Scaling Players
inferred← citeshttps://doi.org/10.1109/tnse.2024.3480710openalex-snapshot
NHCE: A Neural High-Order Causal Entropy Algorithm for Disentangling Coupling Dynamics
inferred← citeshttps://doi.org/10.1111/2041-210x.13805openalex-snapshot
Exploring noise, degeneracy and determinism in biological networks with the einet package
inferred← citeshttps://doi.org/10.1111/anoc.12213openalex-snapshot
Consciousness as an intelligent complex adaptive system: A neuroanthropological perspective
inferred← citeshttps://doi.org/10.1111/ejn.70064openalex-snapshot
Beyond Mechanism—Extending Our Concepts of Causation in Neuroscience
inferred← citeshttps://doi.org/10.1111/pala.12370openalex-snapshot
Causality from palaeontological time series
inferred← citeshttps://doi.org/10.1111/phc3.12407openalex-snapshot
“What is it like to be a bat?”—a pathway to the answer from the integrated information theory
inferred← citeshttps://doi.org/10.1140/epjs/s11734-024-01454-2openalex-snapshot
A synergistic approach for identifying disrupted functional brain subnetworks in patients with chronic disorders of consciousness due to anoxic brain damage
inferred← citeshttps://doi.org/10.1142/s2705078520710022openalex-snapshot
Conscious Machines: A Possibility? If So, How?
inferred← citeshttps://doi.org/10.1145/3654662openalex-snapshot
Multi-scale Simulation of Complex Systems: A Perspective of Integrating Knowledge and Data
inferred← citeshttps://doi.org/10.1146/annurev-conmatphys-031524-051559openalex-snapshot
Robotic Matter
inferred← citeshttps://doi.org/10.1155/2020/8932526openalex-snapshot
The Emergence of Informative Higher Scales in Complex Networks
inferred← citeshttps://doi.org/10.1159/000484353openalex-snapshot
Beyond Autism: Introducing the Dialectical Misattunement Hypothesis and a Bayesian Account of Intersubjectivity
inferred← citeshttps://doi.org/10.11606/t.76.2023.tde-20062023-095829openalex-snapshot
Causal modeling in high-order scenarios: unfolding mechanisms by moving across scales
inferred← citeshttps://doi.org/10.1162/artl_a_00343openalex-snapshot
A Comprehensive Conceptual and Computational Dynamics Framework for Autonomous Regeneration Systems
inferred← citeshttps://doi.org/10.1162/artl_a_00397openalex-snapshot
Emergence in Artificial Life
inferred← citeshttps://doi.org/10.1162/artl_a_00462openalex-snapshot
Complexity, Artificial Life, and Artificial Intelligence
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