Optimization with learning-informed differential equation constraints and its applications Guozhi Dong, Michael Hintermüller and Kostas Papafitsoros ESAIM: COCV, 28 (2022) 3 Published online: 11 January 2022 DOI: 10.1051/cocv/2021100