Legal regulation of AI-assisted academic writing: challenges, frameworks, and pathways

Based on these findings, we propose a three-dimensional regulatory framework of "transparency, accountability, technical support" and present systematic policy recommendations from institutional design, organizational structure, and international cooperation perspectives. The research results deepen understanding of legal attributes of AI creation, promote theoretical innovation in digital era copyright and academic ethics, and provide practical guidance for academic institutions in formulating AI usage policies.