SSPDEBench/Reuglar_and_Singular_SPDEBench

Regular_and_Singular_SPDEBench is a benchmark dataset for evaluating machine learning-based approaches to solving stochastic partial differential equations (SPDEs). In the SPDEBench, we generate two classes of the datasets: the nonsingular SPDE datasets and a novel singular SPDE dataset. The nonsingular SPDE contains: Stochastic Ginzburg-Landau equation(Phi41): Stochastic Korteweg–De Vries equation(KdV); Stochastic wave equation; Stochastic Navier-Stokes equation(NS). The novel singular SPDE… See the full description on the dataset page: https://huggingface.co/datasets/SSPDEBench/Reuglar_and_Singular_SPDEBench.