Physics Informed Learning, Neural Networks, Machine Learning, Differential Equations, Math.
being said, numerical methods for differential equation solving usually accumulate error. That means if you try to solve the equation for many time steps, the solution will lose its accuracy along the way. The neural network solver, on the other hand, learns how to solve the DE for all data points