2025
Integration Matters for Learning PDEs with Backwards SDEs
NeurIPS 2025spotlight
Backward stochastic differential equation (BSDE)-based deep learning methods provide an alternative to Physics-Informed Neural Networks (PINNs) for solving high-dimensional partial differential equations (PDEs), offering potential algorithmic advantages in settings such as stochastic optimal control…