HyperDeepONet: learning operator with complex target function space using the limited resources via hypernetwork

26 December 2023

Papers citing "HyperDeepONet: learning operator with complex target function space using the limited resources via hypernetwork"

5 / 5 papers shown

Title
Spectral-inspired Neural Operator for Data-efficient PDE Simulation in Physics-agnostic Regimes Han Wan Rui Zhang Hao Sun AI4CE 80 0 0 27 May 2025
PeSANet: Physics-encoded Spectral Attention Network for Simulating PDE-Governed Complex Systems Han Wan Rui Zhang Qi Wang Yang Liu Hao Sun PINN 97 1 0 03 May 2025
Deciphering and integrating invariants for neural operator learning with various physical mechanisms Rui Zhang Qi Meng Zhi-Ming Ma AI4CE 110 9 0 24 Nov 2023
Physics-aware Machine Learning Revolutionizes Scientific Paradigm for Machine Learning and Process-based Hydrology Qingsong Xu Yilei Shi Jonathan Bamber Ye Tuo Ralf Ludwig Xiao Xiang Zhu AI4CE 141 10 0 08 Oct 2023
Monte Carlo Neural PDE Solver for Learning PDEs via Probabilistic Representation Rui Zhang Qi Meng Rongchan Zhu Yue Wang Wenlei Shi Shihua Zhang Zhi-Ming Ma Tie-Yan Liu DiffM AI4CE 223 6 0 10 Feb 2023