Failure-informed adaptive sampling for PINNs, Part II: combining with
re-sampling and subset simulation

Failure-informed adaptive sampling for PINNs, Part II: combining with re-sampling and subset simulation

3 February 2023

Tao Tang

Papers citing "Failure-informed adaptive sampling for PINNs, Part II: combining with re-sampling and subset simulation"

7 / 7 papers shown

Title
Learn Sharp Interface Solution by Homotopy Dynamics Chuqi Chen Yahong Yang Yang Xiang Wenrui Hao ODL 57 1 0 01 Feb 2025
Weak Generative Sampler to Efficiently Sample Invariant Distribution of Stochastic Differential Equation Zhiqiang Cai Yu Cao Yuanfei Huang Xiang Zhou DiffM 51 0 0 29 May 2024
Deep adaptive sampling for surrogate modeling without labeled data Xili Wang Keju Tang Jiayu Zhai Xiaoliang Wan Chao Yang 27 2 0 17 Feb 2024
Adaptive importance sampling for Deep Ritz Xiaoliang Wan Tao Zhou Yuancheng Zhou 21 2 0 26 Oct 2023
Adversarial Training for Physics-Informed Neural Networks Yao Li Shengzhu Shi Zhichang Guo Boying Wu AAML PINN 23 0 0 18 Oct 2023
CS4ML: A general framework for active learning with arbitrary data based on Christoffel functions Ben Adcock Juan M. Cardenas N. Dexter 24 6 0 01 Jun 2023
GAS: A Gaussian Mixture Distribution-Based Adaptive Sampling Method for PINNs Yuling Jiao Dingwei Li Xiliang Lu J. Yang Cheng Yuan 20 9 0 28 Mar 2023