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cs.SD2026
Do Music Foundation Models Embed Pitch in Helical Structure?
Hayato Yagi, Shinnosuke Takamichi, Rin Sato +2
This study analyzes the intermediate representations of music foundation models (MFMs) and reports the geometric structures used to represent pitch information. By inputting isolat…
cs.SD2025
Formula-Supervised Sound Event Detection: Pre-Training Without Real Data
Yuto Shibata, Keitaro Tanaka, Yoshiaki Bando +3
In this paper, we propose a novel formula-driven supervised learning (FDSL) framework for pre-training an environmental sound analysis model by leveraging acoustic signals parametr…