Zhi-Heng Liu

Finite Expression Approximation of High-Dimensional PDEs Without the Curse of Dimensionality

We establish that finite expressions form a symbolic representation class capable of overcoming the curse of dimensionality for several classes of high-dimensional partial differential equations. For semilinear heat equations, we show how finite expression approximations of the terminal condition and nonlinearity can b...