  This paper explores using generative AI and aesthetics to promote cultural
creativity in rural China amidst COVID-19's impact. Through literature reviews,
case studies, surveys, and text analysis, it examines art and technology
applications in rural contexts and identifies key challenges. The study finds
artworks often fail to resonate locally, while reliance on external artists
limits sustainability. Hence, nurturing grassroots "artist villagers" through
AI is proposed. Our approach involves training machine learning on subjective
aesthetics to generate culturally relevant content. Interactive AI media can
also boost tourism while preserving heritage. This pioneering research puts
forth original perspectives on the intersection of AI and aesthetics to
invigorate rural culture. It advocates holistic integration of technology and
emphasizes AI's potential as a creative enabler versus replacement. Ultimately,
it lays the groundwork for further exploration of leveraging AI innovations to
empower rural communities. This timely study contributes to growing interest in
emerging technologies to address critical issues facing rural China.
