most citedSkill-Adaptive Ghost Instructors: Enhancing Retention and Reducing Over-Reliance in VR Piano Learning

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cs.HC2026★ 1 cited

Skill-Adaptive Ghost Instructors: Enhancing Retention and Reducing Over-Reliance in VR Piano Learning

Tzu-Hsin Hsieh, Cassandra Michelle Stefanie Visser, Elmar Eisemann +1

Motor-skill learning systems in XR rely on persistent cues. However, constant cueing can induce overreliance and erode memorization and skill transfer. We introduce a skill-adaptiv…