Sparsity in long-time control of neural ODEs

Carlos Esteve-Yagüe, Borjan Geshkovski

We consider the neural ODE and optimal control perspective of supervised learning, with ${\ell }^1$-control penalties, where rather than only minimizing a final cost (the \emph{empiri…