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Updated: Feb 8, 2026

The Power of Interstimulus Interval for the Assessment of Temporal Processing in Rodents
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Sensory integration, temporal prediction, and rule discovery reflect interdependent inference processes.

Lucas Benjamin1,2,3, Benjamin Morillon1, Valentin Wyart2,3

  • 1Institut National de la Santé et de la Recherche Médicale, Institut de Neurosciences des Systèmes, Aix-Marseille Université, Marseille 13010, France.

Proceedings of the National Academy of Sciences of the United States of America
|February 6, 2026
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Summary

Human sensory processing involves integrating information, predicting timing, and discovering rules. This study reveals these cognitive functions interact dynamically, influencing each other during environmental modeling.

Keywords:
artificial neural networkscognitive modelinghuman learninginferencerule learning

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Area of Science:

  • Cognitive neuroscience
  • Human perception and inference

Background:

  • Accurate environmental modeling relies on processing variable sensory input.
  • Humans infer sensory statistics, predict stimulus timing, and discover sequence rules.

Purpose of the Study:

  • To investigate the synergistic or independent operation of sensory integration, temporal prediction, and rule discovery.
  • To explore interactions between these inference forms in humans.

Main Methods:

  • Participants processed rhythmic stimulus sequences with or without a latent rule.
  • Behavioral tasks assessed sensory integration, temporal prediction, and rule discovery.
  • Recurrent neural networks were used to validate findings.

Main Results:

  • Individual differences in sensory integration predicted rule discovery efficiency.
  • Rule discovery modulated sensory integration timescale and format.
  • Rhythmicity disruption impaired rule discovery but not sensory integration.

Conclusions:

  • Sensory integration, temporal prediction, and rule discovery exhibit selective interactions.
  • These findings highlight the flexibility of human inference under variable sensory conditions.