The Brain Learns by Making Neurons More Alike express

Original: "Task learning increases information redundancy of neural responses in macaque visual cortex"
arXiv:2603.07369 · 2026-03-07 · CC BY 4.0 · 2 min
When learning a new visual skill, neurons start responding to images in the same way, and that's not a bug, but the brain's way of making decisions more confidently.

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A chef's knife and a peeler each handle different tasks, but when a cook learns a new recipe, they often grab the same knife for everything. The brain seems to do the same when mastering a new skill of distinguishing patterns.

In the experiment, monkeys trained for weeks to tell apart barely noticeable differences in complex patterns. During this time, scientists recorded the activity of hundreds of cells in the visual area V4 — a region responsible for recognizing shapes and colors. Early in training, neurons responded to patterns differently, like musicians each playing their own part. But by the end of training, they increasingly began to 'sing in unison': their responses to the same images became similar.

This duplication is called redundancy. Previously, it was thought that the brain tries to avoid it to save resources. But here, redundancy didn't hinder; it helped.

Moreover, each neuron individually began to carry more information about what was shown on the screen. It's like a choir: when everyone sings the same melody, each voice sounds louder and clearer, even if the parts are identical. The brain wasn't saving energy; instead, it was reinforcing confidence in the answer by repeating it many times.

This result supports the idea that the brain doesn't just filter incoming signals but builds an internal model of the world, like a chef who no longer looks at the recipe but 'feels' the dish. And when a decision is needed, it relies on this model rather than raw data.

Back to the kitchen: an experienced chef doesn't sort through all the knives but grabs one right away, because they know it will do the job. Similarly, after learning, the brain doesn't search for the most informative neuron but relies on a whole choir of cells that together give a confident answer.

The V4 visual area in macaques is located in the occipital part of the brain and is involved in recognizing even such subtle differences as the distinction between very similar shades of color.

Concepts
learning Reinforcement Learning training training data redundancy neural language acquisition Bayesian inference neural activity Baldwin effect brain neuron visual cortex information storage working memory generalization ai self correction computation information criterion artificial intelligence random forest