@article{machinelearningforknowledgeacquisition, title = {Machine learning for knowledge acquisition and accelerated inverse-design for non-Hermitian systems}, author = {W. W. Ahmed and M. Farhat and K. Staliunas and X. Zhang and Y. Wu}, year = {2022}, eprint = {2204.13376}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2204.13376v1}, }