DiffEqSensitivity-Review
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Adjoint discussion in "Opening the Blackbox: Accelerating Neural Differential Equations by Regularizing Internal Solver Heuristics"
This paper includes a short comparison between discrete and continuous adjoints that it may be worth referencing in the review.