Shape-informed cardiac mechanics surrogates in data-scarce regimes via geometric encoding and generative augmentation. - Davide Carrara; Marc Hirschvogel; Francesca Bonizzoni; Stefano Pagani; Simone Pezzuto; Francesco Regazzoni 002 (CoRR, 2026)