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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Hai-Wen Xia

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Preprint Oct 2026

Randomized Scores and Diverse Timbres: Augmenting Automatic Music Transcription with Online-Generated Data

Automatic music transcription (AMT) is limited by the scarcity of audio recordings paired with precise symbolic annotations. Synthetic data can provide supervision at scale, but it remains unclear whether effective transfer depends on realistic score structure or broad timbral coverage. We study these factors separatel...

Hai-Wen Xia, Chao Zhang, Qiu-Qiang Kong · 0 citations

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