Follow
Songming Liu
Songming Liu
Bachelor of Computer Science, Tsinghua University
Verified email at mails.tsinghua.edu.cn
Title
Cited by
Cited by
Year
Physics-informed machine learning: A survey on problems, methods and applications
Z Hao, S Liu, Y Zhang, C Ying, Y Feng, H Su, J Zhu
arXiv preprint arXiv:2211.08064, 2022
772022
Gnot: A general neural operator transformer for operator learning
Z Hao, Z Wang, H Su, C Ying, Y Dong, S Liu, Z Cheng, J Song, J Zhu
International Conference on Machine Learning, 12556-12569, 2023
412023
A unified hard-constraint framework for solving geometrically complex pdes
S Liu, H Zhongkai, C Ying, H Su, J Zhu, Z Cheng
Advances in Neural Information Processing Systems 35, 20287-20299, 2022
112022
Pinnacle: A comprehensive benchmark of physics-informed neural networks for solving pdes
Z Hao, J Yao, C Su, H Su, Z Wang, F Lu, Z Xia, Y Zhang, S Liu, L Lu, J Zhu
arXiv preprint arXiv:2306.08827, 2023
102023
Multiadam: Parameter-wise scale-invariant optimizer for multiscale training of physics-informed neural networks
J Yao, C Su, Z Hao, S Liu, H Su, J Zhu
International Conference on Machine Learning, 39702-39721, 2023
42023
Nuno: A general framework for learning parametric pdes with non-uniform data
S Liu, Z Hao, C Ying, H Su, Z Cheng, J Zhu
International Conference on Machine Learning, 21658-21671, 2023
32023
Preconditioning for Physics-Informed Neural Networks
S Liu, C Su, J Yao, Z Hao, H Su, Y Wu, J Zhu
arXiv preprint arXiv:2402.00531, 2024
2024
The system can't perform the operation now. Try again later.
Articles 1–7