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Collaborative education is a necessary exploration to implement the national strategies on systematically education and comprehensive student development. However, existing research lacks a systematic construction and dynamic analysis of the 'family participation, school domination, community support, government governance' collaborative mechanism. This study builds a four-party evolutionary game model and conducts numerical simulations to identify diverse collaboration patterns and their performance. It explores the dynamic impacts of willingness, regulation, and speculation, providing a mechanistic explanation and new perspectives for the collaboration within the family-school-community-government system.