Before revision:  Inspired by problems in stochastic programming, we show that the two-stage procedure for nonlinear IV regression can be reformulated as a convex-concave saddle-point problem.
After revision:  Inspired by problems in stochastic programming, we show that the two-stage procedures for non-linear IV regression can be reformulated as a convex-concave saddle-point problem.