The paper Estimating the time-dependent contact rate of SIR and SEIR models in mathematical epidemiology using physics-informed neural networks, that I co-authored with Viktor Grimm, Axel Klawonn, Martin Lanser, and Janine Weber, has just been published online in ETNA; see recent publications (below) or publications.