DiffEqSensitivity-Review
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Original reference for Adjoints
There is a reference by Lev Semenovich Pontryagin in "mathematical theory of optimal processes" (1967) with derivation of the adjoints. It is an old reference, but it has all the basic derivations and it may worth citing in the paper.