Before revision:  Our sample complexity and overparameterization bounds are based on a drift analysis of the network parameters as a stopped random process in the lazy training regime .
After revision:  Our sample complexity and overparameterization . The results in this work rely on a novel Lyapunov drift analysis of the network parameters as a stopped random process in the lazy training regime .