Automatic multisensory integration follows subjective confidence rather than objective performance.

Yi Gao, Kai Xue, Brian Odegaard, Dobromir Rahnev
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Abstract

It is well known that sensory information from one modality can automatically affect judgments from a different sensory modality. However, it remains unclear what determines the strength of the influence of an irrelevant sensory cue from one modality on a perceptual judgment for a different modality. Here we test whether the strength of multisensory impact by an irrelevant sensory cue depends on participants' objective accuracy or subjective confidence for that cue. We created visual motion stimuli with low vs. high overall motion energy, where high-energy stimuli yielded higher confidence but lower accuracy in a visual-only task. We then tested the impact of the low- and high-energy visual stimuli on auditory motion perception. We found that the high-energy visual stimuli influenced the auditory motion judgments more strongly than the low-energy visual stimuli, consistent with their higher confidence but contrary to their lower accuracy. A computational model assuming common principles underlying confidence reports and multisensory integration captured these effects. Our findings show that automatic multisensory integration follows subjective confidence rather than objective performance and suggest the existence of common computations across vastly different stages of perceptual decision making.

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自动线索组合和元认知置信度报告中的常见计算。
适当的感知决策需要对感官不确定性的准确估计和利用。这种估计已经在低水平多感官线索组合和置信度的元认知估计的背景下进行了研究,但目前尚不清楚这两种不确定性估计是否具有相同的计算基础。我们创造了低和高整体运动能量的视觉刺激,这样,高能量的刺激在视觉任务中导致更高的信心,但更低的准确性。重要的是,我们在一个单独的任务中测试了低能量和高能量视觉刺激对听觉运动感知的影响。尽管与听觉任务无关,但两种视觉刺激都可能通过自动低级机制影响听觉判断。更重要的是,我们发现高能视觉刺激对听觉判断的影响比低能量视觉刺激更强烈。这种效应与信心一致,但与视觉任务中高能量刺激和低能量刺激之间的准确性差异相反。这些影响是通过一个简单的计算模型捕捉到的,该模型假设了置信度报告和多感官线索组合的共同计算原理。我们的研究结果揭示了自动感觉处理和元认知置信度报告之间的深层联系,并表明知觉决策的不同阶段依赖于共同的计算原理。
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