Author

D. Penner

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Preprint Sep 2026

Statistical Models for Automatic Fingering-Annotated Piano Sheet Music Transcription

This work proposes 8 statistical approaches for combined hand and fingering annotation of transcribed piano notes, including baseline hidden Markov models, rule-based methods, a synthesis of existing approaches, and N-gram language models, and develops a pipeline for complete transcription from piano audio to fingering...

D. Penner, Abram Hindle · 0 citations

#artificial intelligence Preprint Aug 2026

Evaluating Loss Functions in Differentiable Out-of-Domain Sound-Matching with Partial Parameter Distance

Partial Parameter Distance (PPD) is introduced, which applies parameter loss only to the critical parameters that mismatched synthesizers share (e.g., filter cutoffs), enabling automatically evaluated OOD experiments and demonstrating its utility as a diagnostic tool.

Amir Salimi, D. Penner, Kalvin Eng et al. · 0 citations