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创造性探索的熵调制理论。

An entropy modulation theory of creative exploration.

作者信息

Hills Thomas T, Kenett Yoed N

机构信息

Department of Psychology, University of Warwick.

Faculty of Data and Decision Sciences, Technion-Israel Institute of Technology.

出版信息

Psychol Rev. 2025 Jan;132(1):239-251. doi: 10.1037/rev0000511. Epub 2024 Sep 19.

Abstract

Compared to individuals who are rated as less creative, higher creative individuals tend to produce ideas more quickly and with more novelty-what we call faster-and-further phenomenology. This has traditionally been explained either as supporting an associative theory-based on differences in the structure of cognitive representations-or as supporting an executive theory-based on the principle that higher creative individuals utilize cognitive control to navigate their cognitive representations differently. Though extensive research demonstrates evidence of differences in semantic structure, structural explanations are limited in their ability to formally explain faster-and-further phenomenology. At the same time, executive abilities also correlate with creativity, but formal process models explaining how they contribute to faster-and-further phenomenology are lacking. Here, we introduce entropy modulation theory which integrates structure and process-based creativity accounts. Relying on a broad set of evidence, entropy modulation theory assumes that the difference between lower and higher creative individuals lies in the executive modulation of entropy during cognitive search (e.g., memory retrieval). With retrieval targets racing to reach an activation threshold, activation magnitude and variance both independently enhance the entropy of target retrieval and increase retrieval speed, reproducing the faster-and-further phenomenology. Thus, apparent differences in semantic structure can be produced via an entropy modulating retrieval process, which tunes cognitive entropy to mediate cognitive flexibility and the exploration-exploitation trade-off. (PsycInfo Database Record (c) 2025 APA, all rights reserved).

摘要

与被评为创造力较低的个体相比,创造力较高的个体往往能更快地产生想法,且想法更具新颖性——我们称之为更快更远现象学。传统上,这要么被解释为支持基于认知表征结构差异的联想理论,要么被解释为支持基于高创造力个体利用认知控制以不同方式驾驭其认知表征这一原则的执行理论。尽管大量研究证明了语义结构存在差异的证据,但结构解释在正式解释更快更远现象学方面的能力有限。同时,执行能力也与创造力相关,但缺乏解释它们如何促成更快更远现象学的正式过程模型。在此,我们引入熵调制理论,该理论整合了基于结构和过程的创造力解释。基于广泛的证据,熵调制理论假设低创造力个体和高创造力个体之间的差异在于认知搜索(如记忆检索)过程中熵的执行调制。随着检索目标竞相达到激活阈值,激活强度和方差都会独立地提高目标检索的熵并加快检索速度,从而再现更快更远现象学。因此,语义结构上的明显差异可以通过熵调制检索过程产生,该过程调整认知熵以调节认知灵活性和探索-利用权衡。(《心理学文摘数据库记录》(c)2025美国心理学会,保留所有权利)

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