torchsde
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torch-sde and diffrax
What are the differences between torch-sde and diffrax aside from torch vs jax? Is one more suited than the other for stochastic partial differential equations?
torchsde is in in maintenance mode only, so I now recommend Diffrax. See the 'see also' section of the last torchsde release: https://github.com/google-research/torchsde/releases/tag/v0.2.6
On a technical level, Diffrax is typically much faster, and also supports many additional features (event handling, dense output, other solvers, ...).