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Predictive information in a sensory population.

Stephanie E Palmer1, Olivier Marre2, Michael J Berry2

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The brain predicts future sensory information using early visual processing. Retinal ganglion cells efficiently encode this predictive information, crucial for guiding behavior.

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Area of Science:

  • Neuroscience
  • Computational Neuroscience
  • Visual System Research

Background:

  • Guiding behavior relies on the brain's ability to predict future sensory input values.
  • Predictive coding is essential for neural computation and decision-making.

Purpose of the Study:

  • To investigate if efficient predictive computation begins in the early visual system.
  • To quantify predictive information in retinal ganglion cells.
  • To explore how this information is encoded and utilized by downstream neurons.

Main Methods:

  • Computed the information carried by retinal ganglion cell groups about future visual input states.
  • Analyzed the statistical structure of visual inputs to determine physical limits of predictive information.
  • Investigated feature selectivity in downstream predictor neurons.

Main Results:

  • Nearly all retinal ganglion cells participate in groups that encode predictive information near the theoretical limit.
  • Retinal cell groups carry substantial information about their future activity.
  • Downstream neurons compress and encode this predictive information with feature selectivity.

Conclusions:

  • Efficient predictive computation is present at the earliest stages of the visual system.
  • Retinal ganglion cells play a key role in encoding future sensory information.
  • Predictive information representation is a fundamental principle across neural computation stages.