Autoencoders as tools behind anomaly searches at the LHC have structural problem that they only work in one direction, extracting jets with higher complexity but not other way around. To address this, we derive classifiers from latent space of (variational) autoencoders, specifically Gaussian mixture and Dirichlet spaces. In particular, setup solves improves both performance interpretability ne...

We consider two-player normal form games where each player has the same finite strategy set. The payoffs of are assumed to be i.i.d. random variables with a continuous distribution. show that, high probability, better-response dynamics converges pure Nash equilibrium whenever there is one, whereas best-response fails converge, as it trapped.