Nadiia Derevianko

Rational neural networks for tracking complex singularities of nonlinear PDEs

We present a neural network-based method for numerical analytic continuation of solutions of nonlinear partial differential equations (PDEs) and detection of their complex singularities. The proposed framework employs"unsafe"Pad\'e activation units (PAUs) as activation functions, together with a novel backpropagation-f...