Before revision:  This gives \textit{ \textit{  up to a 10.6\times speed improvement over previous techniques . After that , when specifically training Neural SDEs as GANs (Kidger et al. 2021), we demonstrate how SDE-GANs may be trained through careful weight clipping and choice of activation function.
After revision:  This gives \textit{ : a new, fast, memory efficient, and exact way of sampling\textit{ up to a 10.6\times speed improvement over previous techniques . After that , when specifically training Neural SDEs as GANs (Kidger et al. 2021), we demonstrate how SDE-GANs may be trained through careful weight clipping and choice of activation function.