Common neural code for reward and information value

被引:66
|
作者
Kobayashi, Kenji [1 ,2 ,4 ]
Hsu, Ming [2 ,3 ]
机构
[1] Columbia Univ, Mortimer B Zuckerman Mind Brain Behav Inst, New York, NY 10027 USA
[2] Univ Calif Berkeley, Helen Wills Neurosci Inst, Berkeley, CA 94720 USA
[3] Univ Calif Berkeley, Haas Sch Business, Berkeley, CA 94720 USA
[4] Univ Penn, Dept Psychol, Philadelphia, PA 19104 USA
关键词
value of information; information seeking; reward; decoding; fMRI; ORBITOFRONTAL CORTEX; VALUE SIGNALS; UNCERTAINTY; EXPLORATION; RESOLUTION; CHOICE; PREFERENCES; CURIOSITY; NOVELTY; EXPLOITATION;
D O I
10.1073/pnas.1820145116
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Adaptive information seeking is critical for goal-directed behavior. Growing evidence suggests the importance of intrinsic motives such as curiosity or need for novelty, mediated through dopaminergic valuation systems, in driving information-seeking behavior. However, valuing information for its own sake can be highly suboptimal when agents need to evaluate instrumental benefit of information in a forward-looking manner. Here we show that information-seeking behavior in humans is driven by subjective value that is shaped by both instrumental and noninstrumental motives, and that this subjective value of information (SVOI) shares a common neural code with more basic reward value. Specifically, using a task where subjects could purchase information to reduce uncertainty about outcomes of a monetary lottery, we found information purchase decisions could be captured by a computational model of SVOI incorporating utility of anticipation, a form of noninstrumental motive for information seeking, in addition to instrumental benefits. Neurally, trial-by-trial variation in SVOI was correlated with activity in striatum and ventromedial prefrontal cortex. Furthermore, cross-categorical decoding revealed that, within these regions, SVOI and expected utility of lotteries were represented using a common code. These findings provide support for the common currency hypothesis and shed insight on neurocognitive mechanisms underlying information-seeking behavior.
引用
收藏
页码:13061 / 13066
页数:6
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