Author

Guo-Bin Ma

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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

Preprint Sep 2026

Rethinking Music Tokenization: A Semantic Codec toward High-Fidelity LLM Music Generation

Discrete audio tokenization has become the critical interface between raw waveforms and autoregressive modeling in recent music generation. As a result, music tokenizers must simultaneously support high-fidelity reconstruction and produce discrete sequences that remain amenable to language modeling. Existing reconstruc...

Hua-Kang Chen, Guo-Bin Ma, Yue-Peng Jiang et al. · 0 citations

Preprint Aug 2026

SemBridge: Semantic Token Anchoring for Continuous-Latent Autoregressive Speech Generation

SemBridge is proposed, a training-only semantic-token anchoring framework for continuous-latent autoregressive speech generation and demonstrates that explicit semantic-token supervision for autoregressive state learning is an effective and general direction for continuous speech generation.

Han-Ke Xie, Haopeng Lin, J. Qian et al. · 0 citations