During natural vision, semantic novelty modulates fixation-related processing in primate cortex

Primate vision relies on eye movements to sample the world, yet how the brain integrates high-level meaning across these "snapshots" remains a mystery. By combining deep-learning models with massive electrophysiological datasets from humans and macaques, we show that the brain predicts the semantic content of upcoming fixations. We identified a "semantic novelty" signal that modulates neural activity across the primate cortex, appearing in frontal areas even before a saccade is completed. These findings reveal that visual processing is not a series of independent glimpses, but a continuous, predictive process that integrates foveal information across space and time. This work bridges biological vision and artificial intelligence, providing a new framework for how the brain maintains a coherent understanding of a dynamic world.

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Publication Details

Journal
bioRxiv (Cold Spring Harbor Laboratory)
Published
2026-03-20
DOI
https://doi.org/10.64898/2026.03.18.712708
Primary Topic
Face Recognition and Perception
Type
article
Field-Weighted Citation Impact
0.00
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article

During natural vision, semantic novelty modulates fixation-related processing in primate cortex

Arnaud Falchier, Vinay Raghavan, Maximilian Nentwich, Lucas C. Parra et al.
bioRxiv (Cold Spring Harbor Laboratory)
Face Recognition and Perception
article

During natural vision, semantic novelty modulates fixation-related processing in primate cortex

Arnaud Falchier, Vinay Raghavan, Maximilian Nentwich, Lucas C. Parra, Brian E. Russ, Marcin Leszczyński, Jens Madsen, Stephan Bickel
article en

Abstract

Primate vision relies on eye movements to sample the world, yet how the brain integrates high-level meaning across these "snapshots" remains a mystery. By combining deep-learning models with massive electrophysiological datasets from humans and macaques, we show that the brain predicts the semantic content of upcoming fixations. We identified a "semantic novelty" signal that modulates neural activity across the primate cortex, appearing in frontal areas even before a saccade is completed. These findings reveal that visual processing is not a series of independent glimpses, but a continuous, predictive process that integrates foveal information across space and time. This work bridges biological vision and artificial intelligence, providing a new framework for how the brain maintains a coherent understanding of a dynamic world.

bioRxiv (Cold Spring Harbor Laboratory)
Nathan Kline Institute for Psychiatric Research (US), City College of New York (US), Jagiellonian University (PL), Northwell Health (US), Feinstein Institute for Medical Research (US), Hofstra University (US), New York University (US), Columbia University (US)
Openalex Percentile: Top 17%
Face Recognition and Perception
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