Yufeng Qian

Governing generative AI in higher education: emerging policy approaches and support ecosystems at innovative U.S. Universities

The findings suggest that academic integrity in the GenAI era is shifting from a primarily punitive model toward a pedagogy-first ecosystem that combines clear expectations, assessment redesign, equitable access to vetted tools, and iterative governance.