Inverse Game Theory for Stackelberg Games: the Blessing of Bounded Rationality

One primary objective of game theory is to predict the behaviors of agents through equilibrium concepts in a given game. In practice, however, we may observe some equilibrium behaviors of agents, but the game itself turns out to be unknown.