An information-theoretic foreshadowing of mathematicians’ sudden insights

The "eureka" insights that drive progress in science and mathematics remain shrouded in mystery. Sudden, unexpected, appearing like "flashes of lightning", these insights have the hallmarks of critical transitions in complex systems. Here, zooming in on mathematicians working on proofs in their own departments, we show that sudden insights are anticipated by a system-agnostic, information-theoretic early warning signal. Using dense behavioral recordings of mathematicians' moment-to-moment activity, we find that their blackboard interactions (e.g., writing, gesturing; [Formula: see text]) became increasingly unpredictable before an insight, analogous to the critical fluctuations that anticipate transitions in physical and ecological systems. We explore analytically when this early warning signal applies to varied systems with discrete, symbolic dynamics. While bibliometric analyses offer a zoomed-out perspective on innovation, publications are a coarse-grained record of individuals' insights. Explaining the sudden insights of innovators, from scientists to sculptors, requires attending to the local, distributed systems of their intellectual activity.

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Publication Details

Journal
Proceedings of the National Academy of Sciences
Published
2025-08-18
DOI
https://doi.org/10.1073/pnas.2502791122
Citations
1
Primary Topic
Embodied and Extended Cognition
Type
article
Field-Weighted Citation Impact
1.43
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article

An information-theoretic foreshadowing of mathematicians’ sudden insights

Tyler Marghetis, David Landy, Shadab Tabatabaeian, Artemisia O’bi
1 citations
Proceedings of the National Academy of Sciences
Embodied and Extended Cognition
1.43
article

An information-theoretic foreshadowing of mathematicians’ sudden insights

Tyler Marghetis, David Landy, Shadab Tabatabaeian, Artemisia O’bi
article en
1 citations

Abstract

The "eureka" insights that drive progress in science and mathematics remain shrouded in mystery. Sudden, unexpected, appearing like "flashes of lightning", these insights have the hallmarks of critical transitions in complex systems. Here, zooming in on mathematicians working on proofs in their own departments, we show that sudden insights are anticipated by a system-agnostic, information-theoretic early warning signal. Using dense behavioral recordings of mathematicians' moment-to-moment activity, we find that their blackboard interactions (e.g., writing, gesturing; [Formula: see text]) became increasingly unpredictable before an insight, analogous to the critical fluctuations that anticipate transitions in physical and ecological systems. We explore analytically when this early warning signal applies to varied systems with discrete, symbolic dynamics. While bibliometric analyses offer a zoomed-out perspective on innovation, publications are a coarse-grained record of individuals' insights. Explaining the sudden insights of innovators, from scientists to sculptors, requires attending to the local, distributed systems of their intellectual activity.

Proceedings of the National Academy of SciencesVol. 122(35)
University of California, Merced (US), University of California System (US), Institute for Cognitive Science Studies (IR), Indiana University Bloomington (US), Institut des Sciences Cognitives (FR), Indiana University (US), Netflix (United States) (US), Hologic (Germany) (DE)
Industry, innovation and infrastructure
Openalex Percentile: Top 16%
Embodied and Extended Cognition
1.43
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