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cs.HC2025
Who Decides How Knowing Becomes Doing? Redistributing Authority in Human-AI Music Co-Creation
Zhejing Hu, Yan Liu, Zhi Zhang +3
In the era of human-AI co-creation, the maxim "knowing is easy, doing is hard" is redefined. AI has the potential to ease execution, yet the essence of "hard" lies in who governs t…
cs.HC2025
MusicScaffold: Bridging Machine Efficiency and Human Growth in Adolescent Creative Education through Generative AI
Zhejing Hu, Yan Liu, Zhi Zhang +4
Adolescence is marked by strong creative impulses but limited strategies for structured expression, often leading to frustration or disengagement. While generative AI lowers techni…