ICLR2025

Accelerating Neural ODEs: A Variational Formulation-based Approach

Hongjue Zhao, Yuchen Wang, Hairong Qi, Zijie Huang, Han Zhao, Lui Sha, Huajie Shao

Abstract

Background: Neural ODEs • Neural ODE: → the vector field is parameterized using DNNs • ODE-Solver-Based Training Methods: • Forward Pass: using off-the-shelf numerical ODE solvers