I am also searching for a replacement for neural network based learning. The 
bar is high, but on the other hand, neural networks have fundamental 
limitations, and I think they will one day be completely abandoned when 
something better has been discovered. We don't know what that thing is yet 
though.

The general point I am making is that neural networks are basically just ONE 
algorithm. At best they're ONE FAMILY of algorithms.

If we one day figure out *general* algorithm synthesis, we can move beyond NN's 
problems and weaknesses. Neural networks are basically the devil's shortcut to 
a AI - a local maximum in intelligence if you will -, but unfortunately 
mainstream AI doesn't seem to see this far.
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Artificial General Intelligence List: AGI
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