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Partial Adaptation of Obtained and Observed Value Signals Preserves Information about Gains and Losses

Burke, CJ; Baddeley, M; Toblers, PN; Schultz, W; (2016) Partial Adaptation of Obtained and Observed Value Signals Preserves Information about Gains and Losses. Journal of Neuroscience , 36 (39) pp. 10016-10025. 10.1523/JNEUROSCI.0487-16.2016. Green open access

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Abstract

Given that the range of rewarding and punishing outcomes of actions is large but neural coding capacity is limited, efficient processing of outcomes by the brain is necessary. One mechanism to increase efficiency is to rescale neural output to the range of outcomes expected in the current context, and process only experienced deviations from this expectation. However, this mechanism comes at the cost of not being able to discriminate between unexpectedly low losses when times are bad versus unexpectedly high gains when times are good. Thus, too much adaptation would result in disregarding information about the nature and absolute magnitude of outcomes, preventing learning about the longer-term value structure of the environment. Here we investigate the degree of adaptation in outcome coding brain regions in humans, for directly experienced outcomes and observed outcomes. We scanned participants while they performed a social learning task in gain and loss blocks. Multivariate pattern analysis showed two distinct networks of brain regions adapt to the most likely outcomes within a block. Frontostriatal areas adapted to directly experienced outcomes, whereas lateral frontal and temporoparietal regions adapted to observed social outcomes. Critically, in both cases, adaptation was incomplete and information about whether the outcomes arose in a gain block or a loss block was retained. Univariate analysis confirmed incomplete adaptive coding in these regions but also detected nonadapting outcome signals. Thus, although neural areas rescale their responses to outcomes for efficient coding, they adapt incompletely and keep track of the longer-term incentives available in the environment.

Type: Article
Title: Partial Adaptation of Obtained and Observed Value Signals Preserves Information about Gains and Losses
Open access status: An open access version is available from UCL Discovery
DOI: 10.1523/JNEUROSCI.0487-16.2016
Publisher version: http://dx.doi.org/10.1523/JNEUROSCI.0487-16.2016
Language: English
Additional information: This is an Open Access article distributed under the terms of the Creative Commons Attribution License Creative Commons Attribution 4.0 International, which permits unrestricted use, distribution and reproduction in any medium provided that the original work is properly attributed.
Keywords: Science & Technology, Life Sciences & Biomedicine, Neurosciences, Neurosciences & Neurology, adaptive coding, context, reference dependence, reward, MEDIAL PREFRONTAL CORTEX, ORBITOFRONTAL CORTEX, SUBJECTIVE VALUE, ECONOMIC VALUE, HUMAN BRAIN, REWARD, REPRESENTATION, AVOIDANCE, NEURONS, MECHANISMS
UCL classification: UCL
UCL > Provost and Vice Provost Offices > UCL BEAMS
UCL > Provost and Vice Provost Offices > UCL BEAMS > Faculty of the Built Environment
URI: https://discovery.ucl.ac.uk/id/eprint/1521150
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