“Driven by the "dual carbon" goal, the core of optimizing the operation of the new power system lies in coordinating conflicts of interest among multiple stakeholders, achieving overall economic, safety, and efficiency of the system. The article systematically reviews the new optimization methods for power systems based on game theory, clarifies the positioning and boundaries of different game paradigms in power system optimization, provides methodological guidance for researchers, and looks forward to future research directions.”