Possible Mechanism of Internal Visual Perception: Context-dependent Processing by Predictive Coding and Reservoir Computing Network

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  • Tamura Hiroto
    Graduate School of Engineering, The University of Tokyo*
  • Katori Yuichi
    Future University Hakodate Institute of Industrial Science, The University of Tokyo
  • Aihara Kazuyuki
    Institute of Industrial Science, The University of Tokyo

説明

The predictive coding is a widely accepted hypothesis on how our internal visual perceptions are generated. Dynamical predictive coding with reservoir computing (PCRC) models have been proposed, but how they work remains to be clarified. Therefore, we first construct a simple PCRC network and analyze the nonlinear dynamics underlying it. Since the influence of contexts is another important factor on the visual perception, we also construct PCRC networks for the context-dependent task, and observe their attractor-landscapes on each context.

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