Predictive coding I: Introduction

IF 2.1 1区 哲学 0 PHILOSOPHY Philosophy Compass Pub Date : 2023-11-11 DOI:10.1111/phc3.12950
Mark Sprevak
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Abstract

Abstract Predictive coding – sometimes also known as ‘predictive processing’, ‘free energy minimisation’, or ‘prediction error minimisation’ – claims to offer a complete, unified theory of cognition that stretches all the way from cellular biology to phenomenology. However, the exact content of the view, and how it might achieve its ambitions, is not clear. This series of articles examines predictive coding and attempts to identify its key commitments and justification. The present article begins by focusing on possible confounds with predictive coding: claims that are often identified with predictive coding, but which are not predictive coding. These include the idea that the brain employs an efficient scheme for encoding its incoming sensory signals; that perceptual experience is shaped by prior beliefs; that cognition involves minimisation of prediction error; that the brain is a probabilistic inference engine; and that the brain learns and employs a generative model of the world. These ideas have garnered widespread support in modern cognitive neuroscience, but it is important not to conflate them with predictive coding.
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预测编码1:导论
预测编码——有时也被称为“预测处理”、“自由能最小化”或“预测误差最小化”——声称提供了一个完整的、统一的认知理论,从细胞生物学一直延伸到现象学。然而,这一观点的确切内容,以及它可能如何实现其雄心壮志,目前尚不清楚。本系列文章研究了预测编码,并试图确定其关键功能和理由。本文首先关注与预测编码的可能混淆:通常与预测编码相识别的声明,但它们不是预测编码。其中包括大脑采用一种有效的方案来编码传入的感觉信号;感知经验是由先验信念塑造的;这种认知涉及到最小化预测误差;大脑是一个概率推理引擎;大脑会学习并运用一种对世界的生成模型。这些观点在现代认知神经科学中得到了广泛的支持,但重要的是不要将它们与预测编码混为一谈。
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来源期刊
Philosophy Compass
Philosophy Compass Arts and Humanities-Philosophy
CiteScore
3.50
自引率
0.00%
发文量
87
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