Tabatabaeian Shadab, O'bi Artemisia, Landy David, Marghetis Tyler
Department of Cognitive and Information Sciences, University of California, Merced, CA 95343.
Department of Psychological and Brain Studies, Indiana University, Bloomington, IN 47405-7007.
Proc Natl Acad Sci U S A. 2025 Sep 2;122(35):e2502791122. doi: 10.1073/pnas.2502791122. Epub 2025 Aug 18.
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.
推动科学和数学进步的“顿悟”式见解仍笼罩在神秘之中。这些见解突如其来、出乎意料,宛如“闪电般闪现”,具有复杂系统中关键转变的特征。在此,通过聚焦于在各自院系从事证明工作的数学家,我们表明,突然的见解会被一种与系统无关的信息论早期预警信号预先预示。利用对数学家瞬间活动的密集行为记录,我们发现,在产生见解之前,他们在黑板上的互动(例如书写、手势;[公式:见正文])变得越来越不可预测,这类似于预示物理和生态系统转变的临界波动。我们从分析角度探究这种早期预警信号何时适用于具有离散、符号动力学的各种系统。虽然文献计量分析提供了关于创新的宏观视角,但出版物是个人见解的粗略记录。要解释从科学家到雕塑家等创新者的突然见解,需要关注其智力活动的局部、分布式系统。