What the feedback does (the leading hypotheses)

acid house boom bap, dembow balkan brass band, afro-jazz carnatic · 4:46

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Lyrics

[Verse 1]
Deep in visual cortex where the neurons fire and glow
Feedback signals streaming from the regions up above
Like a dimmer switch adjusting what the lower layers show
Attention turns the volume up on features that we love
Moran and Desimone discovered how the gain gets turned
When focus hits V4, those neurons bright and clear
While LIP creates a priority map that's finely tuned
Steering early processing to what we need to hear

[Chorus]
Feedback's flowing downward like a river made of thought
Predictions, gain, and context mixing everything we've got
The brain's not just receiving, it's predicting what will be
Error signals climbing up the visual hierarchy
Top-down meets bottom-up in this neural symphony
That's how we see the world through feedback's mystery

[Verse 2]
Your classical receptive field's just part of the whole tale
Surround suppression kicks in from regions far away
An edge responds differently when context tips the scale
Figure-ground and border ownership change throughout the day
Extra-classical influence from feedback connections wide
The same local feature gets a different neural vote
Depending on the global scene that's painted all around
Long-range lateral circuits help the story that it wrote

[Chorus]
Feedback's flowing downward like a river made of thought
Predictions, gain, and context mixing everything we've got
The brain's not just receiving, it's predicting what will be
Error signals climbing up the visual hierarchy
Top-down meets bottom-up in this neural symphony
That's how we see the world through feedback's mystery

[Verse 3]
Rao and Ballard had a vision back in ninety-nine
Predictive coding theory turned the whole field on its head
Higher areas send predictions down the processing line
Lower regions compute the error, send surprises up instead
When prediction matches input, then the error signal fades
Expected edges get explained away and responses shrink
End-stopping and suppression fall in place like puzzle pieces
The iterative dance continues faster than you think

[Bridge]
Perception is construction, not a passive camera's view
The brain's best explanation of the sensory array
Hierarchical Bayesian frameworks try to see it through
Friston's free energy principle maps the broader way
From visual cortex outward to the whole brain's grand design
Though theory runs ahead of what the data can confirm

[Final Chorus]
Feedback's flowing downward like a river made of thought
Predictions, gain, and context mixing everything we've got
The brain's not just receiving, it's predicting what will be
Error signals climbing up the visual hierarchy
Minimizing surprise through this computational spree
That's how we see the world through feedback's mystery

[Outro]
Three hypotheses dancing in the neural night
Attention, context, prediction making vision bright

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