diffrax
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Use Kahan summation?
At least as an option, this might be a nice thing to have. Would need to think about the correct way of backpropagating through it + making sure XLA doesn't compile it away.
C.f. also Section VIII.5 of Hairer-Lubich-Wanner, which is the only reference I know of that actually discusses this.