5 datasets found

The dataset used in the paper is a collection of snapshots of stochastic processes, which are used to train the PI-VEGAN model.

The Lorenz system is a well-known nonlinear dynamical system to model convective hydrodynamic flows. The consequence of chaos is that, under certain parameterizations, the...

The dataset used in this paper is a collection of stochastic differential equations with drift and diffusion coefficients approximated by neural networks to predict the trend of...

The dataset is used to test the capability of neural stochastic differential equations to represent nonlinear functions of their initial condition.

The dataset used in this paper is a collection of stochastic processes, including k(x, ω), f (x, ω), and b(x, ω), which are used to solve stochastic differential equations...