Are there any specific mathematical properties that you find beautiful that arise out of this field? I personally find the reasoning on graphs(neurons) to make

Are there any specific mathematical properties that you find beautiful that arise out of this field? I personally find the reasoning on graphs(neurons) to make the verification tractable really beautiful. :)