Learning not to Regret

arXiv:2303.01074v2 Announce Type: replace-cross
Abstract: The literature on game-theoretic equilibrium finding predominantly focuses on single games or their repeated play. Nevertheless, numerous real-world scenarios feature playing a game sampled from a distribution of similar, but not identical games, such as playing poker with different public cards or trading correlated assets on the stock market. As these similar games feature similar equilibra, we investigate a way to accelerate equilibrium finding on such a distribution. We present a novel "learning not to …

abstract arxiv cards cs.gt cs.lg distribution equilibrium feature game games literature playing poker public stock trading type world