Solving path dependent PDEs with LSTM networks and path signatures

Marc Sabate-Vidales, David Šiška, Lukasz Szpruch

Using a combination of recurrent neural networks and signature methods from the rough paths theory we design efficient algorithms for solving parametric families of path dependent…