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20242026
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cs.SD2026

PitchIn: Natural-Language Vocal Coaching from Unstructured Community Feedback

Hayeon Bang, Hounsu Kim, Joonyong Park +2

Effective vocal coaching connects performance issues with corrective advice, but recordings paired with expert diagnoses and advice are scarce. Online singing communities provide a…

cs.SD2026

Neural Audio Codec for Robust Audio Deepfake Detection

Jungwoo Kim, Joonyong Park, Junyoung Koh +1

Audio deepfake detectors are typically evaluated on uncompressed audio, although real-world audio often undergoes low-bitrate coding. In this work, we investigate how audio coding…

cs.SD2026

Auditing Protocol-Level Shortcuts in Large Audio Language Model Judges for Speech Evaluation

Joonyong Park, David M. Chan, Yuki Saito +1

Large audio-language models (LALMs) are increasingly used as automatic judges for speech evaluation. However, high agreement with human ratings does not guarantee that their verdic…

cs.SD2026

Probing Token Spaces under Generator Shift in AI-Generated Music Detection

Joonyong Park, Jungwoo Kim, Junyoung Koh +1

AI-generated music detectors can appear robust on standard benchmark splits, yet their deployments require transfer to generator sources absent during training. We study this probl…

cs.SD2026

AnimeScore: A Preference-Based Dataset and Framework for Evaluating Anime-Like Speech Style

Joonyong Park, Jerry Li

Evaluating 'anime-like' voices currently relies on costly subjective judgments, yet no standardized objective metric exists. A key challenge is that anime-likeness, unlike naturaln…