Obserwuj
Songming Liu
Songming Liu
PhD of Computer Science, Tsinghua University
Zweryfikowany adres z mails.tsinghua.edu.cn
Tytuł
Cytowane przez
Cytowane przez
Rok
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
1672022
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
1392023
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
392023
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
232022
Rdt-1b: a diffusion foundation model for bimanual manipulation
S Liu, L Wu, B Li, H Tan, H Chen, Z Wang, K Xu, H Su, J Zhu
arXiv preprint arXiv:2410.07864, 2024
222024
Dpot: Auto-regressive denoising operator transformer for large-scale pde pre-training
Z Hao, C Su, S Liu, J Berner, C Ying, H Su, A Anandkumar, J Song, J Zhu
arXiv preprint arXiv:2403.03542, 2024
222024
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
202023
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
92024
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
72023
Reference neural operators: learning the smooth dependence of solutions of PDEs on geometric deformations
Z Cheng, Z Hao, X Wang, J Huang, Y Wu, X Liu, Y Zhao, S Liu, H Su
arXiv preprint arXiv:2405.17509, 2024
22024
Task aware dreamer for task generalization in reinforcement learning
C Ying, Z Hao, X Zhou, H Su, S Liu, D Yan, J Zhu
arXiv preprint arXiv:2303.05092, 2023
22023
Fourier controller networks for real-time decision-making in embodied learning
H Tan, S Liu, K Ma, C Ying, X Zhang, H Su, J Zhu
arXiv preprint arXiv:2405.19885, 2024
12024
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