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Updated: Sep 20, 2025

Cross-Modal Multivariate Pattern Analysis
Published on: November 9, 2011
When seeing is not believing: A mechanistic basis for predictive divergence.
Chiara Caporuscio1, Sascha Benjamin Fink2, Philipp Sterzer3
1Humboldt-Universität zu Berlin, Berlin School of Mind and Brain, Berlin, Germany; Research Training Group 2386 "Extrospection", Humboldt-Universität zu Berlin, Berlin, Germany; Philosophy-Neurosciences-Cognition Program, Otto-von-Guericke-Universität Magdeburg, Magdeburg, Germany; Department of Psychiatry and Psychotherapy, Charité-Universitätsmedizin Berlin, Campus Charité Mitte, Berlin, Germany.
Visual illusions show perception and belief can differ. Predictive Processing explains this by contrasting flexible, high-level priors with rigid, low-level priors, reconciling conflicting percepts and beliefs.
Area of Science:
- Cognitive Science
- Neuroscience
- Philosophy of Mind
Background:
- Visual illusions demonstrate incongruence between perception and belief.
- Modular theories explain this, but Predictive Processing (PP) framework faces challenges.
- Existing PP models posit a unified inferential hierarchy for perception and cognition.
Purpose of the Study:
- To reconcile visual illusions and incongruent perception-belief states within the Predictive Processing framework.
- To propose a mechanism within PP that accounts for stable divergences between perception and belief.
- To maintain a hierarchical and unitary view of cognition despite perceptual conflicts.
Main Methods:
- Reviewing recent insights into the neural implementation of Predictive Processing.
- Analyzing the roles of top-down and bottom-up information processing streams.
- Proposing a model based on the interaction of context-dependent and context-independent prior information.
Main Results:
- Prior information is approximated by both top-down (flexible) and bottom-up (inflexible) processing streams.
- A stable divergence between perception and belief arises when higher-level flexible priors conflict with lower-level inflexible priors.
- This mechanism allows PP to account for incongruent percepts and beliefs.
Conclusions:
- Predictive Processing can accommodate stable perception-belief incongruence.
- The proposed model integrates conflicting perceptual and cognitive states within a hierarchical framework.
- This advances our understanding of how the brain reconciles competing information.
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