Enhancing path-integral approximation for non-linear diffusion with
  neural network
Anna Knezevic
Enhancing the existing solution for pricing of fixed income instruments
within Black-Karasinski model structure, with neural network at various
parameterisation points to demonstrate that the method is able to achieve
superior outcomes for multiple calibrations across extended projection
horizons.