论文标题

预测性编码和随机共振作为听觉感知的基本原理

Predictive coding and stochastic resonance as fundamental principles of auditory perception

论文作者

Schilling, Achim, Sedley, William, Gerum, Richard, Metzner, Claus, Tziridis, Konstantin, Maier, Andreas, Schulze, Holger, Zeng, Fan-Gang, Friston, Karl J., Krauss, Patrick

论文摘要

在感知期间,大脑中的信息如何处理?只有在使用实验来测试形式或计算模型时,才能实现机械洞察力。与病变研究类似,幻影感知可以作为了解听觉感知基础的基本处理原理的工具。我们特别关注耳鸣 - 作为听觉幻影感知的主要例子 - 我们回顾了人工智能,心理学和神经科学交集的最新工作。特别是,我们讨论了为什么每个患有耳鸣的人都会遭受听力损失,但并非每个患有听力损失的人都遭受耳鸣。我们认为,由于贝叶斯推断引起的感觉精度的增加可能是由固有的神经噪声引起的,并导致大脑皮层的预测误差。因此,在大脑中无处不在的两个基本处理原理 - 为耳鸣的出现提供了最大的解释力:预测性编码是自上而下的,而随机共鸣是一种补充的自下而上机制。我们得出的结论是,这两个原则在健康的听觉感知中都起着至关重要的作用。

How is information processed in the brain during perception? Mechanistic insight is achieved only when experiments are employed to test formal or computational models. In analogy to lesion studies, phantom perception may serve as a vehicle to understand the fundamental processing principles underlying auditory perception. With a special focus on tinnitus -- as the prime example of auditory phantom perception -- we review recent work at the intersection of artificial intelligence, psychology, and neuroscience. In particular, we discuss why everyone with tinnitus suffers from hearing loss, but not everyone with hearing loss suffers from tinnitus. We argue that the increase of sensory precision due to Bayesian inference could be caused by intrinsic neural noise and lead to a prediction error in the cerebral cortex. Hence, two fundamental processing principles - being ubiquitous in the brain - provide the most explanatory power for the emergence of tinnitus: predictive coding as a top-down, and stochastic resonance as a complementary bottom-up mechanism. We conclude that both principles play a crucial role in healthy auditory perception.

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