Sazhin Daniel, Dachs Abraham, Smith David V
Department of Psychology & Neuroscience, Temple University, Philadelphia, Pennsylvania, USA.
Eur J Neurosci. 2025 Mar;61(6):e70081. doi: 10.1111/ejn.70081.
Explore-exploit research faces challenges in generalizability due to a limited theoretical basis for exploration and exploitation. Neuroimaging can help identify whether explore-exploit decisions involve an opponent processing system to address this issue. Thus, we conducted a coordinate-based meta-analysis (N = 23 studies) finding activation in the dorsal lateral prefrontal cortex, anterior insula, and dorsal anterior cingulate cortex during exploration versus exploitation, which provides some evidence for opponent processing. However, the conjunction of explore-exploit decisions was associated with activation in the anterior cingulate cortex and dorsal medial prefrontal cortex, suggesting that these brain regions do not engage in opponent processing. Furthermore, exploratory analyses revealed heterogeneity in brain responses between task types during exploration and exploitation respectively. Coupled with results suggesting that activation during exploration and exploitation decisions is generally more similar than it is different suggests that there remain significant challenges in characterizing explore-exploit decision-making. Nonetheless, dorsal lateral prefrontal cortex, anterior insula, and dorsal anterior cingulate cortex activation differentiate explore and exploit decisions, and identifying these responses can aid in targeted interventions aimed at manipulating these decisions.
由于探索和利用的理论基础有限,探索-利用研究在可推广性方面面临挑战。神经成像有助于确定探索-利用决策是否涉及一个对立加工系统来解决这一问题。因此,我们进行了一项基于坐标的元分析(N = 23项研究),发现在探索与利用过程中,背外侧前额叶皮层、前岛叶和背侧前扣带回皮层有激活,这为对立加工提供了一些证据。然而,探索-利用决策的联合与前扣带回皮层和背内侧前额叶皮层的激活有关,这表明这些脑区不参与对立加工。此外,探索性分析揭示了探索和利用过程中任务类型之间脑反应的异质性。再加上结果表明探索和利用决策过程中的激活通常更多的是相似而非不同,这表明在刻画探索-利用决策方面仍然存在重大挑战。尽管如此,背外侧前额叶皮层、前岛叶和背侧前扣带回皮层的激活区分了探索和利用决策,识别这些反应有助于针对操纵这些决策的靶向干预。