Before revision:  Neural SDEs may be trained as VAEs or as GANs; in either case it is necessary to backpropagate through the SDE solve.
After revision:  This makes them a natural choice for modelling many types of temporal dynamics. Training a Neural SDE (either as a VAE or as a GAN) requires backpropagating through an SDE solve.