but it just studied simple shadow neural network,
Are there any research using chaos theory to study Deep neural network?
Also try to search for chaos in reinforcement learning. Hope it will help
As usually used, neural networks run in a single pass, you get data in and get data out.
If you iterated a deep neural network you'd probably find chaos and other dynamic phenomena. But if you just run it once, nope.