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Open access Sep 2026

Design and implementation of an end to end music audio generation system based on diffusion probabilistic model

Existing music audio generation methods face challenges such as low generation efficiency, a pronounced trade-off between modeling granularity and computational complexity, and incomplete multimodal conditional control mechanisms. To address these issues, this paper proposes an end-to-end music audio generation system...

Yang Yang, Rui Luo, Rong-Rong Zhang · 0 citations
#natural language process... Preprint Sep 2026

ForeSight: Enhancing Risk Monitoring via Early Safety Signal Distillation

This work proposes ForeSight, a first-token output-risk forecasting framework that distills weak and redundant early safety signals into compact, layer-aware risk representations and achieves superior and efficient early-risk forecasting while relying solely on first-token hidden states.

Han-Lin Wang, Chen-Long Wei, Ling Xu et al. · 0 citations

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