To address these limitations, we propose the Monte Carlo Neural PDE Solver (MCNP Solver) for training unsupervised neural solvers via the PDEs’ probabilistic representation, which regards macroscopic ...

Abstract: Sparse and redundant representation modeling of data assumes an ability ... Dictionary learning takes a different route, attaching the dictionary to a set of examples it is supposed to serve ...