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Monte Carlo Neural PDE Solver for Learning PDEs via Probabilistic Representation 期刊论文
IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE, 2025, 卷号: 47, 期号: 6, 页码: 5059-5075
作者:  Zhang, Rui;  Meng, Qi;  Zhu, Rongchan;  Wang, Yue;  Shi, Wenlei;  Zhang, Shihua;  Ma, Zhi-Ming;  Liu, Tie-Yan
收藏  |  浏览/下载:39/0  |  提交时间:2025/12/03
Training  Monte Carlo methods  Spatiotemporal phenomena  Accuracy  Probabilistic logic  Neural networks  Numerical models  Mathematical models  Finite difference methods  Diffusion processes  Neural PDE solver  Monte Carlo method  Feynman-Kac formula  AI for PDE  
Incorporating NODE with pre-trained neural differential operator for learning dynamics 期刊论文
NEUROCOMPUTING, 2023, 卷号: 528, 页码: 48-58
作者:  Gong, Shiqi;  Meng, Qi;  Wang, Yue;  Wu, Lijun;  Chen, Wei;  Ma, Zhiming;  Liu, Tie-Yan
收藏  |  浏览/下载:109/0  |  提交时间:2023/07/12
Neural ODE  Learning dynamics  Neural operator