Deep-Control BSDE: Layerwise Brownian-Weighted Regression for High-Dimensional Semilinear PDEs
Deep-Control BSDE is proposed, a layerwise control-regression method for Markovian backward stochastic differential equations that establishes backward stability through a contraction property of the Brownian projection and derives conditional consistency when discretization, local learning, numerical, and finite-branc...