Four expert reviewers provided insightful reviews. This is a very well written paper with a nice idea incrementally improving the NODE/ANODE framework. When the dynamical system is well approximated by 2nd order dynamics, it makes perfect sense to use it to limit the expressive power and gain in computation. I recommend acceptance. Please consider incorporating the rebuttal into the final paper.