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Welcome to the APME Miami 2026 Conference!
Here you can register and update your Sched profile. A draft schedule will be available March 1, when you’ll be able to explore sessions and build your agenda.

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Join us June 4–6 at the Frost School of Music, University of Miami, as we celebrate the rhythms, relationships, and revolutions shaping popular music education.
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Who Played That? College Music Education Students’ Accuracy in Detecting AI-Generated Piano Performance
Friday June 5, 2026 4:00pm - 4:25pm EDT
Volpe 103
This study examines whether college music education students can distinguish between human and AI-rendered piano performances. Seventeen participants evaluated six excerpts across three musical styles. Results reveal detection accuracy (52%) was not significantly different from chance, and confidence ratings showed no correlation with accuracy, suggesting students cannot reliably distinguish AI-rendered from human performances.
Speakers
avatar for Tom Collins

Tom Collins

Associate Professor, Frost School of Music, University of Miami
Tom Collins is Associate Professor of Music Engineering at the Frost School of Music, University of Miami, and Principal Investigator of the Music Computing and Psychology Lab. His research bridges music perception, artificial intelligence, and creative technologies, with applications... Read More →
avatar for Anish Ghosh

Anish Ghosh

Master's Student, Music Engineering, University of Miami
Anish Ghosh is a Master’s student in Music Engineering at the University of Miami and a research assistant with the Concerts with Humans and Artificial Intelligence (CHAI) project. With a background spanning music business, production, and engineering, his work examines how emerging... Read More →
avatar for Stacey Swanson

Stacey Swanson

PhD Student, Music Education, University of Miami
Stacey Swanson is a PhD student in Music Education at the University of Miami's Frost School of Music, researching the intersection of artificial intelligence, music business, and music education. She serves as Director of Operations for the Association for Popular Music Education... Read More →
Friday June 5, 2026 4:00pm - 4:25pm EDT
Volpe 103 Volpe Building, San Amaro Drive, Coral Gables, FL, USA
  📚Research (25), HPME

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