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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
Instrumental Text-to-Music Generation with Auxiliary Conditioning Branches
Junyoung Koh
Text-to-music generation has advanced rapidly, with modern autoregressive and diffusion-based models producing convincing music from natural-language prompts. However, much of this…
cs.SD2025
AIBA: Attention-based Instrument Band Alignment for Text-to-Audio Diffusion
Junyoung Koh, Soo Yong Kim, Gyu Hyeong Choi +1
We present AIBA (Attention-In-Band Alignment), a lightweight, training-free pipeline to quantify where text-to-audio diffusion models attend on the time-frequency (T-F) plane. AIBA…