Rademacher Complexity of Neural ODEs via Chen-Fliess Series

Joshua Hanson, Maxim Raginsky

We show how continuous-depth neural ODE models can be framed as single-layer, infinite-width nets using the Chen--Fliess series expansion for nonlinear ODEs. In this net, the outpu…