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Zi-Qian Ning

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Preprint Oct 2026

MSVAE: Rethinking Musical Semantics in Continuous Latent Spaces

Continuous latent representations underlie recent diffusion-based lyrics-to-song and text-to-music systems, yet aligning lyric conditions with these latents remains difficult: existing systems resort to generator-side machinery such as sentence-level timestamps, auxiliary alignment objectives, or semi-autoregressive de...

Guo-Bin Ma, Yue-Peng Jiang, Da-Ke Guo et al. · 0 citations

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