Viscosity Convergence Analysis for Deep Q-Networks
This work studies a spatially-coupled monotone ResNet architecture whose one-step operator is a non-negative local aggregation, designed to satisfy monotonicity and stability at the operator level, and obtains operator-level convergence to the viscosity solution via the Barles–Souganidis framework.