Global Convergence to the Equilibrium of GANs using Variational Inequalities

Ian Gemp, Sridhar Mahadevan

In optimization, the negative gradient of a function denotes the direction of steepest descent. Furthermore, traveling in any direction orthogonal to the gradient maintains the val…