[Verse 1] In the neural maze where signals flow Dendrites branch like rivers, high and low Each code needs a reader, matched precise Sparse patterns dancing, rolling dice Population vectors spread their wings While temporal codes in rhythm sing The circuit waits to catch the beat Where biology and logic meet [Chorus] Checkpoints mapping every pathway Sparse codes reduce the interference Memory banks stay clean today Hopfield's limit finds adherence Match the signal to the tree Dendritic computation free Less collision, more precision Neural network's best decision [Verse 2] Rate codes whisper through the bark Integration windows hit their mark Coincidence detectors stand on guard Reading bursts when timing's hard Nonlinear branches bend and twist Active dendrites can't be missed NMDA spikes unlock the gate When patterns align and correlate [Chorus] Checkpoints mapping every pathway Sparse codes reduce the interference Memory banks stay clean today Hopfield's limit finds adherence Match the signal to the tree Dendritic computation free Less collision, more precision Neural network's best decision [Bridge] Memory capacity grows thin When too many patterns spin Hopfield showed us long ago Dense retrieval makes errors flow But sparse encoding saves the day Keeps the crosstalk far away Few neurons fire at any time Neural efficiency in its prime [Verse 3] Phase-locked loops in gamma waves Basal dendrites in their caves Apical tufts reach toward the light Context signals burning bright Each compartment plays its part Dendritic democracy, neural art The right decoder for each stream Living out the neural dream [Verse 4] Synaptic weights adjust their gain Plasticity breaks the chain Learning rules refine the code Down each dendritic episode Calcium cascades mark the way For memories that choose to stay Silent synapses wake from sleep When associations run too deep [Chorus] Checkpoints mapping every pathway Sparse codes reduce the interference Memory banks stay clean today Hopfield's limit finds adherence Match the signal to the tree Dendritic computation free Less collision, more precision Neural network's best decision [Outro] In the forest of the mind Every code will find its kind Sparse and clean, the memories gleam In dendrites' computational scheme
← Electric Maze of Dancing Signals | When the Branches Align →