Short Communication: Beyond Surrogate Modeling: Learning the Local Volatility via Shape Constraints. - Marc Chataigner; Areski Cousin; Stéphane Crépey; Matthew F. Dixon; Djibril Gueye (SIAM J. Financial Math., 2021)