title: Physics-informed neural networks with hard constraints for inverse design authors: Lu Lu, Raphael Pestourie, Wenjie Yao, Zhicheng Wang, Francesc Verdugo, Steven G. Johnson year: 2021 URL: https://doi.org/10.48550/arXiv.2102.04626 –-