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…