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entropy
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Patterns in the Transition From Founder-Leadership to Community ... arxiv.org Feb 5, 2026 4 facts
measurementThe study defines 'Entropy' as a measure of the evenness of the distribution of governance categories, such as roles, actions, and deontics, across a GOVERNANCE.md snapshot, where higher entropy indicates a more uniform allocation of governance attention.
claimEntropy and Jensen–Shannon divergence calculations are restricted to repositories containing at least five labeled statements in each snapshot.
procedureEntropy and Jensen-Shannon divergence calculations are restricted to repositories containing at least five labeled statements in each snapshot.
claimDiversification in open source project constitutions is not merely an artifact of later constitutions being longer, as confirmed by entropy gains and rarefied results.
Quantum Theory of Consciousness - Scirp.org. scirp.org 3 facts
claimThe informational aspect of the quantum vibrational field relates to entropy, possible states, and the probability of being in a particular state, with information measured in 'bits' consisting of two numbers, such as (0, 1).
claimEntropy measures disorder and is associated with the informative aspect of an object, as established by Claude Shannon's information theory.
claimEntanglement entropy is a measure of the connection, correlation, and coherence existing within an object or between objects, whereas normal entropy measures the degree of disorder and uncertainty within an object.
A Survey on the Theory and Mechanism of Large Language Models arxiv.org Mar 12, 2026 3 facts
claimThe research paper 'Variational inference, entropy, and orthogonality: a unified theory of mixture-of-experts' (arXiv:2601.03577) proposes a unified theory for mixture-of-experts models based on variational inference, entropy, and orthogonality.
formulaAccording to Shannon’s source coding theorem (Shannon, 1948), the minimum expected number of bits required to encode data is the entropy, which represents the theoretical limit of a model’s compression performance.
claimRen and Liu (2025) reveal that Transformers have an inherent bias toward learning distributions with lower entropy than the true target, a bias primarily driven by the feed-forward (FFN) modules.
Psychedelics, Sociality, and Human Evolution frontiersin.org 2 facts
claimThe alteration of distributed neural processes by psychedelics manifests as increased synaptic plasticity and entropy, reduced integrity of discrete brain networks (such as the functional disintegration of the default-mode network), and reduced segregation between networks (such as increased functional connectivity between the default-mode network and the dorsal attention network).
claimPsychedelic brain states exhibit higher signal complexity (entropy) and higher cognitive flexibility, but lower cause-effect information.
A Synergistic Workspace for Human Consciousness Revealed by ... elifesciences.org 1 fact
referenceThe article 'Mechanism Integrated Information' was published in the journal Entropy in 2021.
Quantum mechanics and the puzzle of human consciousness alleninstitute.org May 30, 2024 1 fact
referenceA paper published in the journal Entropy details a novel theory regarding the links between quantum mechanics and consciousness, along with a series of experiments designed to test this theory.
The New Field of Network Physiology: Building the Human ... frontiersin.org 1 fact
referenceAntonacci Y., Astolfi L., Nollo G., and Faes L. published the paper 'Information Transfer in Linear Multivariate Processes Assessed through Penalized Regression Techniques: Validation and Application to Physiological Networks' in Entropy in 2020.
The Hard Problem of Consciousness | Springer Nature Link link.springer.com 1 fact
claimThe existence of life does not logically follow from the natural laws of physics and chemistry, as life appears to invert entropy, yet most scientists maintain that life can be explained by natural law.