@inproceedings{yao2023multiadam, title={Multiadam: Parameter-wise scale-invariant optimizer for multiscale training of physics-informed neural networks}, author={Yao, Jiachen and Su, Chang and Hao, Zhongkai and Liu, Songming and Su, Hang and Zhu, Jun}, booktitle={International Conference on Machine Learning}, pages={39702--39721}, year={2023}, organization={PMLR} }