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This study explored undergraduates’ beliefs about how restricted generative AI should be in the classroom, as well as their perspectives on course-level AI policies. The data were drawn from a larger mixed-methods study involving 2,294 students across 10 courses at a large public university in the Midwestern United States. Findings indicated that most students preferred a “somewhat restricted” AI policy for coursework. Open-ended responses were analyzed based on three key dimensions - Pedagogical, Operational, and Governance - and epistemic network analysis was employed to detect meaningful connections. Students acknowledged the potential benefits of AI but also indicated a need for more clarity on how to use it ethically and concern with the potential for AI to hinder learning.