Understanding the Difficulty of Solving Cauchy Problems with PINNs

Tao Wang, Bo Zhao, Sicun Gao +1

Physics-Informed Neural Networks (PINNs) have gained popularity in scientific computing in recent years. However, they often fail to achieve the same level of accuracy as classical…