On ill-posedness of nonparametric instrumental variable regression with   convexity constraints
  This note shows that adding monotonicity or convexity constraints on the regression function does not restore well-posedness in nonparametric instrumental variable regression. The minimum distance problem without regularisation is still locally ill-posed. 
Olivier Scaillet
math.ST stat.TH