Truth Maintenance Systems (TMS) are computational frameworks used to manage and update beliefs in the face of new information, ensuring consistency within a knowledge base. They are crucial for applications in artificial intelligence where dynamic and reliable decision-making is required, as they efficiently handle contradictions and dependencies among beliefs.