Physics-informed neural networks (PINNs) are a popular and powerful appr...
Physics-informed neural networks (PINNs) [4, 10] are an approach for sol...
Recently, physics-informed neural networks (PINNs) have offered a powerf...
Conventional machine learning algorithms cannot be applied until a data
...
We design and mathematically analyze sampling-based algorithms for
regul...