Bayesian games extend traditional game theory by incorporating incomplete information, allowing players to have private knowledge about their own types or payoffs. This framework enables the analysis of strategic interactions where players form beliefs and update them using Bayes' rule, leading to equilibria that reflect uncertainty and information asymmetry.