convergence the main way that we see this affect the generative a dresser networks game is that we get behaviors like oscillation where the generator continually makes very different samples from one step to another but doesn't ever actually converge to producing a nice consistent set of samples in particular the worst form of non convergence and one that happens particularly often is what we call mode collapse where the generator starts to make only one sample or one similar theme of related samples it usually