Artificial Intelligence, Mathematics, Neural Networks, Differential Equations, Machine Learning.
especially fruitful idea is to learn a computationally cheap but sufficiently accurate surrogate for the classical solver. The most reliable training strategy is to generate input-output pairs with a classical solver and fit a neural network of choice with a standard L₂ loss (regression setting).