The jury is very much out Phillip.  Eliezer goes too far in saying it's a 
myth perpetuated by computer scientists.  They use the simplest 
representations they know to exist in their models for purposes of 
parsimony.  It's hard to fault them for being rigorous in this respect.  


But neurons are surely far more complex than this.  The majority of 
computation may well occur within the nonlinear bursting dynamics of 
dendrites.

Just as an example, a new type of neuron has recently been discovered that 
can hold a steady state of firing in isolation, apply current, rate 
increases and remains stable at a new threshold.  It's dynamically 
settable, which blows away all standard Integrate & Fire models.  

We're just scratching the surface of an enormous iceberg.  If you're 
trying to build some useful index of brain power based on number of 
neurons (or even synapses), give up and wait 30 years at least.  

-Brad 



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