Abstract:Under the background of "double world-class", the talents flow is in chaos, and the government is in urgent need of supervision, so as to guide the flow of talents to return to the academic origin. The prospect theory is introduced into the evolutionary game model to construct the evolutionary game matrix of income perception for high-level talent flow between the government and universities. The results show that there are five equilibrium points in the regulatory evolutionary game of high-level irregular flows, but it is difficult for the system to converge to a stable point due to overconfidence, risk preference, cognitive bias and other factors. This paper puts forward some countermeasures, such as the establishment of a government-public supervision mechanism, the establishment of a high-level talent information platform, and the need for colleges and universities to have a long-term strategic vision to restrict the influencing factors, so as to promote the game to reach the equilibrium point and realize the normal and reasonable flow of high-level talents.