Interesting!  And also hot off the presses, the complete neural structure 
of the brain of the fruit fly larva has been mapped.  It has  93 neuron 
types, 3016 neurons, with, get this, *548,000* interconnections.  The 
"liquid neural network" described in the Quanta article has 19 neurons and 
253 connections.
On Saturday, March 11, 2023 at 5:08:47 AM UTC-5 Edward K. Ream wrote:

> From this article 
> <https://www.quantamagazine.org/researchers-discover-a-more-flexible-approach-to-machine-learning-20230207/>
>  
> in Quanta magazine.
>
> Attached is the cited paper. The maths are beyond me, but the summary is 
> clear enough:
>
> "...we obtain models that are between one and five orders of magnitude 
> faster in training and inference compared with differential equation-based 
> counterparts. More importantly, ...closed-form networks can scale 
> remarkably well compared with other deep learning instances. Lastly, as 
> these models are derived from liquid networks, they show good performance 
> in time-series modelling compared with advanced recurrent neural network 
> models."
>
> Edward
>

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