Reviews: ANODEV2: A Coupled Neural ODE Framework

Neural Information Processing Systems 

The PDE-inspired formulation of coupled ODE is very interesting and can enable utilization of decades of progress in efficiently solving particular classes of coupled equations, in deep learning applications. This is a very exciting connection discovered by the authors. The central contribution of modeling weight evolution using ODEs hinges on the mentioned problem of neural ODEs exhibiting inaccuracy while recomputing activations. It appears a previous paper first reported this issue. The reviewer is not convinced about this problem.