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对探索性选择的多方面信心。

Multifaceted confidence in exploratory choice.

作者信息

Solopchuk Oleg, Dayan Peter

机构信息

Department of Computational Neuroscience, Max Planck Institute for Biological Cybernetics, Tübingen, Germany.

Department of Computer Science, University of Tübingen, Tübingen, Germany.

出版信息

PLoS One. 2025 Jan 9;20(1):e0304923. doi: 10.1371/journal.pone.0304923. eCollection 2025.

Abstract

Our choices are typically accompanied by a feeling of confidence-an internal estimate that they are correct. Correctness, however, depends on our goals. For example, exploration-exploitation problems entail a tension between short- and long-term goals: finding out about the value of one option could mean foregoing another option that is apparently more rewarding. Here, we hypothesised that after making an exploratory choice that involves sacrificing an immediate gain, subjects will be confident that they chose a better option for long-term rewards, but not confident that it was a better option for immediate reward. We asked 250 subjects across 2 experiments to perform a varying-horizon two-arm bandits task, in which we asked them to rate their confidence that their choice would lead to more immediate, or more total reward. Confirming previous studies, we found a significant increase in exploration with increasing trial horizon, but, contrary to our predictions, we found no difference between confidence in immediate or total reward. This dissociation is further evidence for a separation in the mechanisms involved in choices and confidence judgements.

摘要

我们的选择通常伴随着一种自信感——一种认为自己的选择是正确的内在估计。然而,正确性取决于我们的目标。例如,探索-利用问题涉及短期和长期目标之间的紧张关系:了解一种选择的价值可能意味着放弃另一种看似回报更高的选择。在此,我们假设,在做出涉及牺牲即时收益的探索性选择后,受试者会相信自己为长期回报选择了更好的选项,但不会相信这是即时回报的更好选项。我们在两项实验中让250名受试者执行一个可变视野双臂赌博任务,要求他们对自己的选择会带来更多即时或更多总体奖励的信心进行评分。与之前的研究一致,我们发现随着试验视野的增加,探索显著增加,但与我们的预测相反,我们发现对即时奖励或总体奖励的信心没有差异。这种分离进一步证明了选择和信心判断所涉及的机制是分开的。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/1a35/11717297/fe98cc05ff9c/pone.0304923.g001.jpg

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