Before revision:  In this paper, we analyze the gradient dynamics of this simple deep equilibrium model with non-convex objective functions for a general class of losses used in regression and classification.
After revision:  In this paper, we analyze the gradient dynamics of deep equilibrium models with nonlinearity only on weight matrices and non-convex objective functions for a general class of losses used in regression and classification.