[Verse 1] In the cortex where the columns dance and sway Each one holds a piece or takes it all away Modular storage keeps the data clean and neat While holographic spreads it through the neural beat Like a library with books upon the shelf Versus every page containing all itself [Chorus] Credit flows but where does it belong In distributed minds the signals can go wrong Localist versus spread across the grid Robustness waits beneath each cortical lid When the damage comes and neurons start to fade Will the memories survive the choices that we made [Verse 2] Six layers deep the minicolumns align Each hypercolumn solving one piece of design But when the learning happens who deserves the praise Credit assignment lost in computational maze The backprop算法 can't reach these distant shores So temporal difference opens up new doors [Chorus] Credit flows but where does it belong In distributed minds the signals can go wrong Localist versus spread across the grid Robustness waits beneath each cortical lid When the damage comes and neurons start to fade Will the memories survive the choices that we made [Bridge] Grandmother cells would cry if they could see Their faces stored in one fragile memory But spread the load across a thousand friends And even when the tissue breaks and bends The pattern lives in echoes and in traces Redundancy saves all our precious places [Verse 3] Trade-offs emerge like shadows in the night Sparse coding saves the bandwidth burning bright While dense encoding shares the computational load Each column choosing its own neural code The lesion studies tell us what remains When stroke and trauma reorganize our brains [Verse 4] From V1's edge detectors sharp and clear To temporal cortex where concepts appear Each processing stage builds upon the last Feature hierarchies holding memories fast Local circuits fire in harmony While global workspace sets the mind free [Chorus] Credit flows but where does it belong In distributed minds the signals can go wrong Localist versus spread across the grid Robustness waits beneath each cortical lid When the damage comes and neurons start to fade Will the memories survive the choices that we made [Outro] In cortical columns wisdom finds its way Between the extremes where representations play Modular and holographic dance as one The computational symphony never done
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