Module 20 — Continuous Attractor Networks and Oscillatory Interference

melodic piano, duet male female · 4:28

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Lyrics

[Verse 1]
Picture a sheet, neurons packed tight in a grid,
Fold up the edges, that's the torus we hid,
Not flat like a map, it's a donut disguise,
Twist it once more so the wiring implies
Six-fold neighbors, hexagons woven in wire,
Fuhs and Touretzky lit the original fire,
A bump of activity, glowing and round,
Sits on this manifold, never touching the ground.

[Chorus]
Bump on a torus, pointer in the crowd,
Velocity pushes it, quiet not loud,
Phase on a wheel, oscillators keep time,
Two ways to grid it, both roads make the rhyme,
CAN's a vector, indexed on the ring,
Interference counts the phase that the cell sings,
Remember the twist, remember the beat,
Two models, one hexagon, never obsolete.

[Verse 2]
Burak and Fiete built it clean in oh-nine,
No boundary patchwork, just local weights in a line,
Excite your neighbors close, inhibit ones far,
Mexican-hat kernel, that's the shape of the scar,
Feed in your speed, feed in your heading too,
The bump glides smooth like a compass come true,
Position's not stored as some number somewhere,
It's WHERE the bump sits — the coordinate's there,
That's the data structure: a pointer that moves,
Read off the peak and you've measured your grooves.

[Chorus]
Bump on a torus, pointer in the crowd,
Velocity pushes it, quiet not loud,
Phase on a wheel, oscillators keep time,
Two ways to grid it, both roads make the rhyme,
CAN's a vector, indexed on the ring,
Interference counts the phase that the cell sings,
Remember the twist, remember the beat,
Two models, one hexagon, never obsolete.

[Verse 3]
Now flip to Burgess, Barry, O'Keefe's design,
Forget the sheet, forget the twisted line,
Instead every neuron's a tiny metronome,
Baseline ticking theta, calling it home,
Three oscillators, each tuned sixty degrees apart,
Speed and direction bend the beat like a dart,
When phases align, you get a burst of a spike,
Sum up the waves and hexagons strike,
The structure here's a phase accumulator's chore,
Counting the swing, not a bump anymore.

[Bridge]
Evidence stacks: CAN needs no clock in the skull,
Fits grid cells surviving when theta goes null,
But interference nails the phase-speed correlation,
Each model's got holes, neither wins domination,
Hybrid thinkers stitch them, oscillators feeding a sheet,
Torus catches drift while oscillation keeps beat,
Try it yourself — NumPy, matrix, and seed,
Random-walk the rat, watch the hexagons breed,
Update weights local, inject velocity in,
Plot the firing field, hexagons under your skin.

[Chorus]
Bump on a torus, pointer in the crowd,
Velocity pushes it, quiet not loud,
Phase on a wheel, oscillators keep time,
Two ways to grid it, both roads make the rhyme,
CAN's a vector, indexed on the ring,
Interference counts the phase that the cell sings,
Remember the twist, remember the beat,
Two models, one hexagon, never obsolete.

[Outro]
One's a bump, one's a beat, both draw the same six-sided seal,
Code the manifold, code the clock — then tell me which is real.

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