PeN-ODE training is reformulated as a direct collocation NLP, giving fast, stable training of small neural surrogates on two benchmark systems.
Training neural odes using fully discretized simultaneous optimization,
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Efficient Training of Physics-enhanced Neural ODEs via Direct Collocation and Nonlinear Programming
PeN-ODE training is reformulated as a direct collocation NLP, giving fast, stable training of small neural surrogates on two benchmark systems.