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Yushi Ye

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#artificial intelligence Preprint Sep 2026

Pitch-class Steering for Diffusion-based Music Generation via Latent-space Probes

Recent work on controllable music generation has focused on autoregressive models, leaving diffusion-based systems comparatively underexplored. We present a lightweight method for steering the pitch content of audio produced by Stable Audio Open, a latent diffusion model for music synthesis. A small convolutional probe...

Yu-Shi Ye, Wilson Zheng, Yong-Yi Zang · 0 citations
#natural language process... Preprint Aug 2026

Ripple-Pivot Search: Active Parallel Decoding for Diffusion Large Language Models

RPS is proposed, a novel training-free decoding method that seeks mid-entropy positions as promising candidate pivots (where to decode), and determines their token assignment that yields the greatest downstream benefit via lookahead evaluation (what to decode).

Yu-Shi Ye, Xu Chen, Hao-Yun Jiang et al. · 1 citation

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