The Common Prior Assumption is an essential concept in game theory, particularly in Bayesian games, stating that all players share the same prior probabilities about the uncertain elements within the game. This assumption allows for the modeling of players' beliefs and strategic behavior in analytical solutions and equilibrium predictions under uncertainty.