Review for NeurIPS paper: Improved Algorithms for Convex-Concave Minimax Optimization

Neural Information Processing Systems 

Relation to Prior Work: In addition to the papers mentioned above, the relation to the literature of monotone VI should be discussed in details. The convex-concave min-max falls into the category of monotone VIs and there are many works in the literature addressing that. For example, the following papers should be discussed: Ronald E Bruck Jr. Dual extrapolation and its applications to solving variational inequalities and related problems. Solving variational inequalities with monotone operators on domains given by linear minimization oracles.