Evidence map›Paper›PMID 41946847›Full record

ArticleCognitive, affective & behavioral neuroscience2026

Modality-general sensitivity of pupil responses to regularity violations.

Hamit Basgol, Florian Raab, Peter Dayan, Volker H Franz

Abstract read
In one paragraph

Article in Cognitive, affective & behavioral neuroscience, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Hamit BasgolDepartment of Computer Science, University of Tübingen, Tübingen, Germany. hamit.basgoel@uni-tuebingen.de.ORCID http://orcid.org/0000-0001-6849-8640
Florian RaabThe Graduate Training Centre of Neuroscience, University of Tübingen, Tübingen, Germany.
Peter DayanDepartment of Computer Science, University of Tübingen, Tübingen, Germany.
Volker H FranzDepartment of Computer Science, University of Tübingen, Tübingen, Germany.

Funding

German Research Foundation (DFG): SFB 1233, Robust Vision: Inference Principles and Neural Mechanisms, TP C1 276693517Machine Learning Cluster of Excellence, EXC 2064/1 39072764
6 · The paper itself

Abstract

Pupil dilation responses are reliable physiological markers of arousal in response to unexpected events. We investigated how these responses generalise across different sensory modalities by using transitions between regular and random sequences of visual dots and auditory tones. In Experiment 1, we investigated sequences of visual dots and found that (a) transitions from a regular sequence to a random sequence induced pupil dilations, (b) transitions from one regular sequence to another regular sequence also induced pupil dilations, and (c) transitions from a random sequence to a regular sequence did not reliably induce them. In Experiment 2, we replicated these findings, confirming their reliability and thereby generalizing the literature from the auditory to the visual modality. In Experiment 3, we directly compared pupil dilations in visual and auditory modalities. We observed strong cross-modal similarity in pupil sizes, particularly for transitions between regular and random sequences. We also decomposed the pupil size time series to approximate phasic pupil dilation events. While the patterns of dilation events were quite similar, differences between modalities in dilation size (but not in rates) occurred during transitions from one regular to another regular sequence. Overall, our findings suggest that pupil-linked arousal reflects inference of statistical structure and its violations, exhibiting substantial (albeit not perfect) similarity across modalities.

Indexed as

ArousalAuditory PerceptionPupilVisual PerceptionAcoustic StimulationAdultFemaleHumansMalePhotic StimulationYoung AdultArousalAuditory regularitiesPupil sizeUncertaintyVisual regularities

Identifiers

PMID41946847
PMCPMC13385247

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.