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PI-VEGAN dataset
The dataset used in the paper is a collection of snapshots of stochastic processes, which are used to train the PI-VEGAN model. -
Lorenz System
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... -
Neural Network SDE Models with Applications to Financial Data Forecasting
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... -
Nonlinear controllability and function representation by neural stochastic di...
The dataset is used to test the capability of neural stochastic differential equations to represent nonlinear functions of their initial condition. -
PI-VAE dataset
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...
