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Dong Yu

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#artificial intelligence Preprint Sep 2026

CMA-OT: Hierarchical Expert Supervision for Dance-to-Music Generation

Curriculum-guided Multi-scale representation Alignment with scale-aware Optimal Transport (CMA-OT), a novel paradigm that leverages an external music expert to provide hierarchical supervision for the generator's latent features, bridging the semantic gap and enhancing representation learning is proposed.

Jin-Ting Wang, Chen-Xing Li, Dong Yu et al. · 0 citations
#natural language process... Open access Aug 2026

Type-Balanced Contextual Learning for Incremental Named Entity Recognition

This analysis shows that, in new sentences, the contextual associations of tokens representing old entity types exhibit a significantly stronger bias towards new entity types compared to their contexts in old sentences, which intensifies the degradation of old knowledge while promoting the overfitting of new knowledge.

Du-Zhen Zhang, Yahan Yu, Xiuyi Chen et al. · 0 citations

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