Abstract Early warning and seismic risk mitigation in Europe must face varied tectonic contexts with limited amount of records of major events (unlikely California or Japan). Hence machine-learning approaches must be conditioned by prior knowledge provided by now-available ab-initio numerical simulations reproducing the main physical phenomena at...