On the Parallel Complexity of Multilevel Monte Carlo in Stochastic Gradient Descent

Kei Ishikawa

In the stochastic gradient descent (SGD) for sequential simulations such as the neural stochastic differential equations, the Multilevel Monte Carlo (MLMC) method is known to offer…