Evidence map›Paper›PMID 41785336›Full record

ArticleScience (New York, N.Y.)2026

Task learning increases information redundancy of neural responses in macaque visual cortex.

Shizhao Liu, Anton Pletenev, Ralf M Haefner, Adam C Snyder

Abstract read
In one paragraph

Article in Science (New York, N.Y.), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Shizhao LiuDepartment of Brain and Cognitive Sciences, University of Rochester, Rochester, NY, USA.ORCID 0000-0001-9278-5367
Anton PletenevDepartment of Brain and Cognitive Sciences, University of Rochester, Rochester, NY, USA.ORCID 0000-0002-7027-650X
Ralf M Haefner *Department of Brain and Cognitive Sciences, University of Rochester, Rochester, NY, USA.ORCID 0000-0002-5031-0379
Adam C Snyder *Department of Brain and Cognitive Sciences, University of Rochester, Rochester, NY, USA.ORCID 0000-0003-1794-035X

Funding

VISUAL SCIENCE RESEARCH CTR SUPPORTP30EY001319 · NEI · UNIVERSITY OF ROCHESTER · PI Susana Marcos · 1985 to 2026
$17.5M
CRCNS: The neural basis of probabilistic inference in the visual systemR01EY028811 · NEI · UNIVERSITY OF ROCHESTER · PI HAEFNER, RALF MANFRED · 2017 to 2021
$1.6M
NEI NIH HHS P30 EY001319NEI NIH HHS R01 EY028811
6 · The paper itself

Abstract

How does the brain optimize sensory information for decision-making in new tasks? One hypothesis suggests that learning reduces redundancy in neural representations to improve efficiency, whereas another, based on Bayesian inference, predicts that learning increases redundancy by distributing information across neurons. We tested these hypotheses by tracking population responses in macaque cortical area V4 as monkeys learned visual discrimination tasks. We found strong support for the Bayesian predictions: Task learning increased redundancy in neural responses over weeks of training and within single trials. This redundancy did not reduce information but instead increased the information carried by individual neurons. These insights suggest that sensory processing in the brain reflects a generative rather than discriminative inference process.

Indexed as

Discrimination LearningLearningNeuronsVisual CortexVisual PerceptionAnimalsBayes TheoremDecision MakingMacaca mulattaMale

Identifiers

PMID41785336
PMCPMC13100905

What OpenQuestion holds

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Registered trials

None linked

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.