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August 24, 20250 citationsOpen Access

Against predictive processing: From flexibility to pseudoscientific vacuity

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MMMadhur Mangalam

Key Points

  • Predictive processing theory fails to provide a cohesive understanding of brain function due to its conceptual flaws and empirical inadequacies.
  • Key concerns include the superficial elegance of predictive processing, which masks significant methodological problems in its application.
  • A systematic analysis reveals that predictive processing only represents theoretical overreach rather than a genuine advancement in neuroscience.
  • The paper advocates for abandoning predictive processing in favor of more empirically grounded approaches for understanding neural functioning.

Abstract

Predictive processing (PP; also known as predictive coding) has emerged as one of the most influential theoretical frameworks in contemporary neuroscience, promising to unify perception, cognition, and action under a single computational principle. This article presents a comprehensive critique of PP theory, arguing that despite its superficial elegance and broad appeal, the framework suffers from fundamental conceptual flaws, empirical inadequacies, and methodological problems that render it unsuitable as a general theory of brain function. Through systematic analysis of its core assumptions, empirical support, and explanatory scope, we demonstrate that PP represents not a revolutionary advance in neuroscience, but rather a sophisticated example of theoretical overreach that has diverted attention from more productive research directions. We conclude that the neuroscientific community would benefit from abandoning this framework in favor of more empirically grounded and conceptually coherent approaches to understanding neural functioning.

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Cite This Study

Madhur Mangalam (2025) studied this question.

synapsesocial.com/papers/68af5bbcad7bf08b1eadf879https://doi.org/10.31234/osf.io/mhw6k_v1
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